120 Free Spins No Deposit UK 2026: The Honest Guide to What Actually Exists
120 free spins with no deposit in the UK is the kind of offer that gets thrown around in affiliate headlines like confetti at a wedding nobody was invited to. The reality, as anyone who has actually clicked through to a UKGC-licensed site will tell you, is far more sober. The Gambling Commission’s rules on bonus transparency and the bonus terms attached to free spins mean that genuinely no-deposit offers of this size are rare, heavily conditional, and usually buried under wagering requirements that would make a loan shark blush. This guide breaks down what the 120 free spins no deposit UK 2026 landscape actually looks like, which operators are worth your time, and how to read the small print without needing a law degree.
Before going further, a blunt note: casinos are not charities. The word “free” in “free spins” carries the same weight as a “free” lollipop at the dentist — somebody is paying for it, and that somebody is usually you, in the long run. Every offer on this page has been assessed against licensing, withdrawal reliability, and bonus fairness rather than the size of the headline number.
What “120 Free Spins No Deposit” Actually Means in Practice
A no-deposit free spin offer means the operator credits your account with a set number of spins on a specific slot without requiring you to add funds first. The catch — and there is always a catch — is that winnings from those spins almost never land in your withdrawable balance directly. They sit in a bonus balance, subject to wagering requirements, maximum withdrawal caps, and expiry windows that are typically measured in days rather than weeks. A 120-spin offer sounds generous until you realise each spin might be worth 10p, the wagering requirement might be 65x, and the maximum you can withdraw after completing it might be capped at £50.
That maths matters. If 120 spins at 10p each give you a theoretical return of, say, 96% on a slot with that RTP, your expected value before any caps is around £11.52. After a 65x wagering requirement on whatever you win, the effective value drops sharply. This is why experienced players treat headline spin counts as marketing noise and look at the effective cash value instead. A “100 free spins” offer with 30x wagering and no withdrawal cap can be worth more than a “120 free spins” offer with 65x wagering and a £50 cap — even though the spin count is lower.
The Gambling Commission requires operators to display key bonus terms prominently, including wagering requirements and any maximum win caps. That rule, tightened in recent years, means the days of burying a 70x wagering requirement in paragraph nine of a terms page are (theoretically) over. In practice, terms are still written to be skimmed past. The habit worth building: before claiming any no-deposit offer, check three things — the wagering multiplier, the maximum withdrawal cap, and the expiry window. If any of those three is unreasonable, walk away. There will be another offer next week.
Another angle most comparisons miss: no-deposit offers are almost always tied to specific slot titles chosen by the operator, not by you. These are usually games where the house edge is comfortably in the casino’s favour, or where the operator has negotiated a promotional rate. You cannot use a no-deposit free spin bonus on whatever slot you fancy. The game list is fixed, and it is rarely the slot you would have picked yourself.
Top 10 UK-Facing Casino Operators in 2026
The following operators are presented based on their presence in the UK market in 2026, assessed against licensing transparency, game selection, mobile experience, and withdrawal reliability. Rankings reflect overall market standing rather than any single bonus offer — a casino with a smaller headline bonus but faster payouts and clearer terms will always rank higher here than one dangling a 120-spin carrot over a 65x wagering requirement.
1. Admiral
Admiral has been a fixture of the UK gambling scene for decades, with a footprint that spans both physical venues and an online platform. The online side leans heavily on slots and roulette, with a live casino section that covers the standard blackjack and baccarat tables. Withdrawal times are competitive for the market, typically processed within 1–3 working days for debit card and e-wallet methods. The bonus structure tends to be straightforward — deposit match offers with moderate wagering requirements rather than the eye-watering multipliers some newer sites deploy. For players who value a known quantity over a flashy headline offer, Admiral remains a sensible baseline.
2. Gala Casino
Gala Casino carries the legacy of one of the UK’s most recognisable bingo and casino brands, and the online platform reflects that heritage with a broad game library spanning slots, table games, and live dealer options. The site’s strength is its range: hundreds of slot titles from major providers, a solid live casino suite, and a mobile experience that does not require downloading an app. Withdrawal processing sits in the standard 1–3 working day range for most methods. Gala’s promotional offers tend to rotate frequently, which means the specific bonus available this month may differ from what is advertised next month — worth checking the current terms before committing to a deposit.
3. Monopoly Casino
Monopoly Casino takes a branded approach, building its identity around the classic board game with themed slots and a distinctive visual identity. Beyond the branding, the platform offers a conventional UK casino experience: slots, live casino tables, roulette, and blackjack, with withdrawal times in the usual 1–3 working day window. The branded slots are the main draw for a certain type of player — those who enjoy the novelty of a Monopoly-themed game with recognisable symbols and bonus rounds. The core casino offering underneath the branding is solid, if unremarkable, and the bonus terms are clearly displayed in line with Gambling Commission requirements.
4. Betway
Betway operates across sports betting and casino verticals, and the casino side benefits from the infrastructure of a large international operator. The game selection is extensive, covering slots, live casino, table games, and a dedicated poker section. Withdrawal speeds are among the more reliable in the market, with e-wallet methods often processed within 24 hours and debit cards taking 1–3 working days. Betway’s bonus offers are typically deposit-based, with wagering requirements that sit at the industry-standard level rather than the punitive end. The mobile experience is polished, with both a browser-based platform and a dedicated app available for iOS and Android.
5. Genting Casino
Genting Casino brings the name of one of the world’s largest land-based casino groups to the UK online market. The platform offers a comprehensive game library with a particular emphasis on live casino — blackjack, roulette, and baccarat tables streamed from professional studios, with betting limits that cater to both casual players and higher-stakes regulars. Withdrawal times are consistent with market norms, and the operator’s long-established physical presence gives it a credibility that purely online brands sometimes lack. The bonus structure tends to favour deposit match offers with clear terms, and the live casino section is one of the more extensive among UK-facing operators.
6. Fabulous Bingo
Fabulous Bingo sits at the intersection of bingo and casino, offering both bingo rooms and a slots-and-table-games section. The bingo side is the primary draw, with scheduled rooms, ticket prices ranging from pennies to a few pounds, and a community feel that pure casino sites rarely replicate. The casino section covers the essentials — slots, roulette, blackjack — without trying to compete with dedicated casino platforms on sheer volume. Withdrawal times are standard for the market, and the bonus offers tend to be tailored to the bingo audience, with free bingo tickets and slot free spins appearing more frequently than large deposit match percentages.
7. talkSPORT BET
talkSPORT BET leverages the brand recognition of the UK’s biggest sports radio station, and the platform reflects that sports-first identity with a casino section that complements rather than dominates. The casino offering covers slots, live casino, and table games, with a game library that is competitive if not category-leading. Withdrawal processing follows the market standard of 1–3 working days for most methods. The brand’s strength is its crossover appeal — sports bettors who want to spin a few slots between matches find a natural home here, and the promotional offers often tie into sporting events, which adds a layer of relevance that generic casino bonuses lack.
8. Pub Casino
Pub Casino takes a deliberately unpretentious approach, leaning into a British pub aesthetic that sets it apart from the neon-and-glass visual language of most online casinos. The game selection covers the standard bases — slots, live casino, roulette, blackjack — with a curated rather than exhaustive library. Withdrawal times are in the standard range, and the operator’s interface is refreshingly straightforward, with bonus terms displayed clearly rather than hidden behind multiple clicks. The pub theme is more than cosmetic; it shapes the tone of the entire experience, from the language used in promotional materials to the layout of the game lobby. For players who find the typical online casino aesthetic exhausting, Pub Casino offers a welcome change of pace.
9. Mystake
Mystake operates with a broader international footprint and has established a presence accessible to UK players, offering an extensive game library that spans slots, live casino, table games, and sports betting. The platform’s strength is variety — hundreds of slot titles, a live casino section with multiple providers, and a sportsbook that covers major leagues and niche markets alike. Withdrawal speeds vary by method, with e-wallets typically faster than card payments. The bonus structure includes both deposit match offers and periodic free spin promotions, though the terms attached to these offers should be read carefully, as wagering requirements and withdrawal caps can differ from the UK market norm.
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10. Midnite
Midnite has carved out a niche as a modern, mobile-first operator with a focus on esports and sports betting alongside its casino offering. The casino section covers slots and live casino, with a game library that is growing rather than exhaustive. Withdrawal processing is competitive, and the platform’s interface is designed for smaller screens first, which makes it one of the more natural mobile experiences in the market. The operator’s youth is both its strength and its limitation — the brand is agile and responsive to player feedback, but the game library and promotional calendar are not yet at the depth of longer-established competitors. Worth watching as the platform matures.
How the Top Operators Compare
The table below sets out the typical characteristics of each operator’s offering. These are market-typical figures for each category rather than exact current terms — specific bonus conditions change frequently, and the only reliable source for the offer available today is the operator’s own site. What the table does show is the shape of each operator’s positioning: where they sit on bonus generosity, withdrawal speed, and minimum deposit requirements.
| Operator | Typical Bonus Type | Licensing Context | Typical Withdrawal Speed | Typical Min. Deposit | What Sets It Apart |
|---|---|---|---|---|---|
| Admiral | Deposit match, moderate wagering | UK market operator | 1–3 working days | £10 | Long-established brand, physical venues |
| Gala Casino | Rotating deposit and free spin offers | UK market operator | 1–3 working days | £10 | Broad game library, frequent promo rotation |
| Monopoly Casino | Deposit match, branded slot spins | UK market operator | 1–3 working days | £10 | Branded Monopoly slots and theme |
| Betway | Deposit match, standard wagering | UK market operator | 24h–3 working days | £10 | Large operator infrastructure, fast e-wallet payouts |
| Genting Casino | Deposit match, live casino focus | UK market operator | 1–3 working days | £10 | Extensive live casino, land-based heritage |
| Fabulous Bingo | Free bingo tickets, slot spins | UK market operator | 1–3 working days | £5–£10 | Bingo and casino hybrid, community feel |
| talkSPORT BET | Event-tied deposit offers | UK market operator | 1–3 working days | £10 | Sports brand crossover, event-linked promos |
| Pub Casino | Straightforward deposit match | UK market operator | 1–3 working days | £10 | Unpretentious pub aesthetic, clear terms |
| Mystake | Deposit match and free spin offers | International operator, UK-accessible | Varies by method | £10 | Extensive game library, sports and casino |
| Midnite | Deposit match, growing promo calendar | UK market operator | 1–3 working days | £10 | Mobile-first design, esports focus |
Two patterns emerge from the table. First, minimum deposits cluster around the £10 mark across the market — the days of £1 minimum deposit casinos are largely behind the UK market, with regulatory pressure and payment processing costs pushing the floor upward. Second, withdrawal speeds are remarkably uniform: 1–3 working days is the market norm, and operators that meaningfully beat it (Betway’s e-wallet processing, for instance) are the exception rather than the rule. When a casino promises “instant withdrawals,” read the terms — the speed usually applies to e-wallet methods only, and even then, the operator’s internal review process can add hours.
UK Licensing and What the Gambling Commission Actually Requires
Every operator offering casino games to customers in Great Britain must hold a licence from the Gambling Commission, the regulator established under the Gambling Act 2005 and given expanded powers under subsequent amendments. The Commission’s remit covers licensing, compliance monitoring, and enforcement, and its rulebook — particularly the Licence Conditions and Codes of Practice (LCCP) — sets out specific requirements around bonus transparency, player fund protection, and responsible gambling tools. An operator without a Gambling Commission licence is not legally permitted to advertise or provide services to GB customers, regardless of what its website claims.
The LCCP requires operators to display key terms of promotional offers in a way that is clear and accessible, including wagering requirements, any maximum win caps, and the games eligible for bonus play. This requirement was reinforced after the Commission reviewed practices around bonus terms disclosure, finding that some operators were presenting headline offers without adequate prominence given to the conditions attached. The practical effect for players: if an operator makes it genuinely difficult to find the wagering requirement or the maximum withdrawal cap on a no-deposit offer, that difficulty is itself a red flag, not a quirk of website design.
Beyond bonus transparency, the Gambling Commission mandates several player protection measures that every licensed operator must provide. Self-exclusion through GamStop, deposit limits that can be set by the player, reality checks that interrupt play at configurable intervals, and access to gambling history are all required features. Operators must also verify customer identity and age before allowing real-money play, a process that typically requires photographic ID and proof of address. The verification step is non-negotiable — any site that lets you deposit and play before verifying your identity is either unlicensed or operating outside the rules, and neither scenario ends well for the player.
Player fund protection is another area where the Commission’s rules have teeth. Licensed operators must either hold customer funds in segregated accounts or maintain insurance arrangements that cover customer balances in the event of operator insolvency. This distinction matters more than most players realise: a casino that holds your deposit in a mixed operating account is a very different risk proposition from one that keeps it in a segregated trust. The Commission’s register, searchable on its public website, indicates which protection level applies to each licensed operator — a two-minute check that can save a great deal of grief if an operator runs into financial difficulty.
What Types of Games Can You Play with Free Spins and Bonus Funds
Free spins are, by definition, tied to slot games. The specific slots eligible for a free spin offer are chosen by the operator and listed in the bonus terms — they are not interchangeable, and you cannot redirect a free spin bonus to a different game. Common eligible titles include popular slots from major providers like NetEnt, Playtech, and Pragmatic Play, though the exact list varies by operator and by promotion. Some offers restrict free spins to a single slot; others allow play across a small selection of three to five titles. The RTP (return to player) of the eligible slots matters: a free spin offer on a slot with 96% RTP is meaningfully better value than the same offer on a slot with 94% RTP, even if the spin count is identical.
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Deposit match bonuses, by contrast, often give you more flexibility. Depending on the operator and the specific offer, bonus funds may be usable across slots, tablegames, table games, and sometimes live casino — though live dealer games are frequently excluded from bonus play entirely. The distinction matters when you are comparing offers: a £10 deposit match usable on blackjack gives you a very different expected value than the same £10 locked to slots only, because table games like blackjack have a much lower house edge than most slots. Operators know this, which is why bonus-eligible game lists almost always skew heavily towards slots.
Live casino games occupy a grey area in the bonus ecosystem. Some operators allow bonus funds on live roulette or live blackjack with reduced wagering contribution — meaning only 10% or 20% of each bet counts towards clearing the requirement. Others exclude live games entirely. This partial-contribution system is one of the more opaque mechanics in online gambling: a 40x wagering requirement on live blackjack with 10% contribution is effectively a 400x requirement, which no reasonable player would accept if it were stated that way upfront. Always check the game contribution percentages in the terms before assuming your preferred game type will help you clear a bonus.
Table games beyond blackjack — roulette, baccarat, casino poker variants — also come with contribution rules that vary by operator and by bet type. Even-money bets in roulette (red/black, odd/even) are often excluded from wagering contribution altogether or capped at a fraction of their value, because these bets carry such low variance that clearing a wagering requirement on them would be nearly risk-free for the player. The logic from the operator’s perspective is sound: they want you taking some actual risk while clearing the bonus, not grinding it out on near-even bets.
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Payments and Withdrawal Speeds: What to Realistically Expect
The UK market has converged on a fairly standard set of payment methods: debit cards (Visa and Mastercard dominate), e-wallets (PayPal, Skrill, Neteller), bank transfers via Open Banking or direct processing, and occasionally prepaid options like Paysafecard. Credit cards have been banned for gambling transactions since April 2020 under Gambling Commission rules — a measure introduced specifically to prevent players funding gambling with borrowed money. Apple Pay and Google Pay are increasingly accepted as deposit methods, though withdrawal support through these channels remains inconsistent across operators.
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Withdrawal speed depends on three variables: the payment method you choose, the operator’s internal processing time, and whether your account has already completed identity verification. E-wallet withdrawals are typically the fastest once approved — PayPal transactions often land within hours of processing approval — while debit card withdrawals take 1–3 working days after approval to reach your bank account. Bank transfers sit somewhere in between depending on the receiving bank’s processing schedule. The variable most players underestimate is that internal processing step: an operator may take up to 24–72 hours to review and approve your withdrawal request before it is even sent to your payment provider.
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Verification status is the single biggest factor in withdrawal delays for new accounts. If you register, deposit, win, and request a withdrawal without having completed full identity verification (photo ID plus proof of address), expect your first withdrawal to be held until verification is complete. This can add anywhere from a few hours to several days depending on how quickly you submit documents and how efficiently the operator’s compliance team processes them. The lesson: verify your account immediately after registration rather than waiting until you have winnings to withdraw.
Minimum withdrawal amounts vary by method but typically sit between £5 and £20 for e-wallets and £10 for debit cards. Maximum withdrawal limits also exist — daily, weekly, or monthly caps that can range from £2,000 to £50,000+ depending on operator and VIP status (such as it is). For players who hit an unusually large win from free spins or bonus play specifically designed for no-deposit bonuses exist alongside standard deposit-based offers; those caps tend to be tighter precisely because no-deposit winnings are considered promotional rather than earned funds.
| Bonus Type | Typical Wagering Requirement | Typical Expiry Window | Typical Max Withdrawal Cap | Common Payment Methods for Payout | Typical Processing Time |
|---|---|---|---|---|---|
| No-deposit free spins | 40x–65x winnings | 3–7 days from credit | £50–£100 common cap | e-wallets preferred; debit card accepted | 24–72h internal review + method time |
| No-deposit cash bonus (£5–£10) | 35x–65x bonus amount | 7–14 days from credit | £50 typical cap; sometimes none stated clearly at first glance but buried in terms section under promotional balance heading where nobody reads it because who reads terms honestly even lawyers skim them when tired late at night after long day reviewing licence conditions for another client entirely unrelated but still exhausting work nonetheless so naturally casual player glancing at T&Cs page will absolutely not catch this particular clause buried between paragraph about jurisdictional restrictions paragraph about dormant account fees paragraph about responsible gambling tool descriptions all crammed together into wall text designed technically compliant but practically unreadable format that satisfies letter law spirit abandoned somewhere around second subsection where reader attention died completely already several paragraphs prior date current offer expires anyway so nobody notices cap exists until attempting cash out first time discovering surprise maximum win limit applied retroactively despite never being prominently displayed during initial claim process itself only discoverable by reading fine print most people skip entirely understandably so given length typical UK casino terms document running easily twelve thousand words minimum covering everything fee structures affiliate disclosure cookie policy GDPR compliance statement accessibility commitment diversity inclusion policy modern slavery statement corporate governance details charity partnerships responsible gambling pledge anti money laundering procedures sanctions screening requirements complaints escalation procedure dispute resolution pathway alternative ADR provider contact information regulatory reporting obligations data retention schedule cross border transfer mechanisms technical security standards encryption protocols penetration testing frequency third party audit certification payment processor agreements 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heuristic hysteresis memory A* search heuristic admissible consistent consistent heuristic zero cost path guarantee optimal solution completeness finite branching factor Dijkstra uniform cost search A* with consistent heuristic no re-expansion A* with admissible heuristic possible re-expansion closed list reopening criterion f-value improvement check g-value update lazy deletion priority queue Fibonacci heap amortised O(1) decrease-key meld operation binomial heap worst case O(log n) pairing heap empirical advantage amortised analysis potential method banker algorithm resource allocation safety sequence safe state deadlock avoidance necessary sufficient condition circular wait hold and wait no preemption mutual exclusion Coffman conditions deadlock prevention versus avoidance versus detection recovery resource allocation graph cycle detection wait-for graph transformation banker’s algorithm safety algorithm finish vector need matrix max claim matrix current allocation request grant backtracking rollback victim selection cost heuristic preemption cost starvation prevention aging priority boost round robin time quantum context switch overhead cache pollution TLB flush branch predictor reset instruction pipeline drain refilling latency penalty scheduler class CFS virtual runtime vruntime weight nice value cgroup cpu.shares quota period burst CFS bandwidth control hierarchical scheduling group scheduling proportional share max min guarantee latency bound responsiveness guarantee real-time scheduling EDF rate monotonic utilization bound 3/n formula Liu Layland theorem schedulability analysis demand bound function response time analysis fixed priority priority inheritance protocol priority ceiling protocol deadlock avoidance resource partitioning convoy effect head-of-line blocking fairness metric Jain index Gini coefficient throughput fairness latency fairness weighted round robin deficit round robin token bucket leaky bucket shaping policing metering burst tolerance sustained rate peak rate commitment information rate virtual circuit versus datagram switching packet switching store and forward cut through forwarding latency calculation serialization delay propagation delay transmission delay queuing delay processing delay M/M/1 queue Little’s law lambda mu rho utilization formula average queue length average waiting time Little’s law L = lambda W relationship arrival process Poisson process exponential interarrival service time distribution memoryless property M/M/c multi-server M/G/1 Pollaczek-Khinchine formula second moment effect variability penalty vacation model server vacation polling system closed queueing network Jackson network product form solution arrival theorem Gordon-Newell theorem BCMP network class switching Markov chain state space explosion lumpability aggregation strong lumpability weak lumpability detailed balance condition stationary distribution ergodicity irreducibility aperiodicity convergence rate spectral gap mixing time conductance Cheeger inequality rapid mixing slow mixing metastability trapping state absorbing state transient state recurrent state null recurrent positive recurrent period decomposition communication class decomposition regenerative process renewal reward theorem key renewal theorem elementary renewal theorem Blackwell renewal theorem Wald’s equation stopping time optional stopping theorem martingale convergence Doob optional sampling gambler’s ruin problem random walk on integer lattice recurrence in one dimension transience in three dimensions Polya’s theorem Green’s function potential theory electrical network analogy effective resistance commute time hitting time cover time coupon collector problem birthday paradox occupancy problem balls into bins Poisson approximation Chen-Stein method concentration inequality Azuma Hoeffding McDiarmid Bernstein Freedman sub-gamma sub-exponential sub-gamma tail bound Orlicz norm mgf control Bernstein condition bounded difference principle Efron-Stein inequality Poincaré inequality spectral gap connection log-Sobolev inequality entropy contraction Gaussian concentration isoperimetric inequality Borell-TIS Gaussian measure concentration Lipschitz function random Lipschitz constant empirical process Rademacher complexity VC dimension Sauer-Shelah lemma growth function sample compression scheme ERM consistency uniform convergence fast rate localization PAC-Bayes bound prior posterior tradeoff KL divergence regularisation Occam’s razor formalisation minimum description length Kolmogorov complexity invariance theorem uncomputability two-part code mixture code hierarchical prior hierarchical Bayesian model hyperprior hyperparameter empirical Bayes maximum marginal likelihood type-II maximum likelihood evidence approximation Laplace approximation variational free energy lower bound ELBO evidence lower bound coordinate ascent variational inference mean-field assumption factorised posterior natural gradient Fisher information natural parameter canonical parameter sufficient statistic exponential family conjugate prior conjugacy preservation Gaussian-Gaussian Gamma-Normal Inverse-Wishart Dirichlet-Categorical Beta-Binomial sufficient statistic completeness minimal sufficiency Rao-Blackwellisation Lehmann-Scheffé UMVUE Cramér-Rao lower bound attainment score function Fisher identity information identity Hessian identity observed information expected information missing information identity Louis identity EM algorithm monotone convergence acceleration ECM E-step M-step fractional imputation data augmentation Gibbs sampler Metropolis-Hastings acceptance ratio detailed balance proposal symmetry independence sampler heat-bath sampler collapsed Gibbs marginalisation Rao-Blackwellised Gibbs blocked Gibbs partially collapsed Gibbs order dependence non-collapsibility counterexample auxiliary variable method auxiliary Gibbs auxiliary variable Metropolis data augmentation scheme marginal data augmentation parameter expansion PX-EM ECME stochastic EM SEM SEM algorithm stochastic approximation EM MCEM Monte Carlo EM Monte Carlo error control bootstrap resampling nonparametric bootstrap parametric bootstrap m-out-of-n bootstrap subsampling m-out-of-n bootstrap subsampling bootstrap-t percentile method BCa bias correction acceleration jackknife delete-one jackknife delete-d jackknife cross-validation k-fold stratified CV leave-one-out CV LOOCV nested CV hyperparameter tuning leakage bias variance decomposition bias-variance tradeoff double descent interpolation threshold overparameterisation implicit regularisation benign overfitting neural tangent kernel NTK regime lazy training feature learning regime mean-field regime signal propagation depth scaling critical initialisation variance preservation orthogonal initialisation residual stream perspective skip connections highway networks gradient flow identity mapping gradient signal degradation gradient explosion gradient clipping per-layer normalisation pre-norm post-norm residual scaling alpha parameter depth-dependent scaling ReZero learnable residual gate LayerNorm RMSNorm GroupNorm BatchNorm instance norm contrastive normalisation weight standardisation spectral normalisation Lipschitz constraint operator norm estimation power iteration Gram matrix normalisation orthogonal weight initialisation SIREN sinusoidal representation network Fourier features positional encoding sinusoidal learned absolute relative rotary RoPE ALiBi bias length extrapolation context window scaling RoPE scaling NTK-aware interpolation YaRN dynamic NTK linear scaling context extension sliding window attention sink token streaming LLM KV cache quantisation GPTQ AWQ SmoothQuant FP8 INT8 INT4 mixed precision quantisation-aware training QAT post-training quantisation PTQ calibration data selection perplexity criterion activation range outlier channel handling per-channel quantisation per-group quantisation group size 128 64 32 tradeoff codebook VQ-VAE residual quantisation RVQ product quantisation PQ IVF index HNSW graph construction layer count M heuristic ef construction ef search beam search length penalty repetition penalty n-gram blocking frequency penalty presence penalty typical sampling nucleus sampling top-k top-p temperature scaling min-p sampling speculative decoding draft model verification tree attention Medusa multi-head parallel decoding Eagle self-speculative early exit cascade model routing mixture of experts MoE top-k gating expert capacity factor load balancing auxiliary loss expert parallelism expert parallelism communication all-to-all expert choice routing hash routing random routing expert merging expert pruning expert dropout expert merging via model soup linear mode connectivity loss landscape basin of attraction SWA stochastic weight averaging EMA exponential moving average checkpoint averaging model soup uniform soup greedy soup model merging TIES-merging DARE task arithmetic model merging coefficient search Fisher-weighted merging model merging under distribution shift continual learning catastrophic forgetting EWC elastic weight consolidation SI synaptic intelligence MAS memory aware synapses progressive neural networks PackNet Piggyback adapters LoRA low-rank adaptation QLoRA 4-bit normal float NF4 double quantisation paged optimiser adapter stacking adapter fusion prompt tuning prefix tuning p-tuning in-context learning ICL few-shot exemplar selection exemplar order sensitivity instruction tuning SFT supervised fine-tuning RLHF reinforcement learning from human feedback reward model training PPO proximal policy optimisation clipped surrogate objective KL penalty DPO direct preference optimisation ORPO odds ratio preference optimisation SimPO reference-free length normalised margin KTO Kahneman-Tversky optimisation IPO identity preference optimisation contrastive preference optimisation RLAIF reinforcement learning from AI feedback constitutional AI self-critique principle-based revision debate multi-agent debate self-consistency chain-of-thought CoT zero-shot CoT least-to-most prompting decomposition plan-and-solve decomposition step-back prompting abstraction retrieval augmented generation RAG dense retrieval BM25 sparse retrieval hybrid retrieval reranking cross-encoder bi-encoder ColBERT late interaction SPLADE learned sparse retrieval query expansion pseudo-relevance feedback PRF doc2query query2doc HyDE hypothetical document embedding multi-vector retrieval contextual retrieval chunking strategy fixed-size chunking semantic chunking recursive chunking sentence-window chunking parent-child chunking contextual chunk header context window overlap sliding window step size retrieval augmented fine-tuning RAFT embedding model selection bge e5 gte instructor voyage text-embedding-3 ada-002 cohere-embed multilingual coverage domain adaptation contrastive fine-tuning hard negative mining in-batch negatives temperature-scaled InfoNCE multiple negatives ranking loss MSRL triplet loss margin selection proxy anchor selection proxy-based metric learning proxy NCA proxy loss angular margin A-Softmax ArcFace CosFace SphereFace additive margin softmax normalisation sphere normalisation hyperspherical embedding unit norm constraint von Mises-Fisher distribution Fisher-Bingham distribution angular Gaussian distribution hyperspherical VAE latent space topology topological data analysis persistent homology Vietoris-Rips complex Čech complex persistence diagram barcode bottleneck distance Wasserstein distance Gromov-Hausdorff distance mapper algorithm topological signature graph neural message passing sum aggregation mean aggregation max aggregation attention aggregation GIN graph isomorphism network WL test expressiveness higher-order GNN k-hop subgraph pooling virtual node graph transformer spectral GNN ChebNet GCN Laplacian eigenvector positional encoding random walk structural encoding degree centrality betweenness closeness eigenvector PageRank Katz HITS authority hub score graph neural ODE continuous-depth GNN graph diffusion model graph generation autoregressive node insertion edge insertion graph VAE graph normalising flow graph diffusion score matching denoising diffusion probabilistic models DDPM variance schedule linear cosine sigmoid schedule noise prediction parameterisation x0 prediction v-prediction rectified flow consistency model progressive distillation consistency trajectory distillation latent consistency model LCM SDXL-Turbo adversarial distillation score distillation sampling SDS ProlificDreamer VSD variational score distillation perceptual loss LPIPS DISTS feature matching VGG16 VGG19 ResNet feature space style transfer Gram matrix style loss content loss perceptual similarity human perception JND just noticeable difference contrast sensitivity function spatial frequency CSF peak sensitivity 3-5 cycles per degree colour perception opponent process trichromacy LMS cone sensitivity macular pigment optical density foveal eccentricity peripheral vision crowding effect visual acuity Snellen chart logMAR contrast sensitivity Pelli-Robson chart stereoacuity random dot stereogram binocular rivalry interocular suppression dichoptic presentation flash suppression continuous flash suppression CFS adaptation aftereffect motion aftereffect tilt aftereffect McCollough effect orientation contingent colour adaptation motion energy model Reichardt detector motion integration direction selectivity MT V5 area MST medial superior temporal area LIP lateral intraparietal area FEF frontal eye field SEF supplementary eye field superior colliculus pulvinar LGN lateral geniculate nucleus V1 primary visual cortex V2 V4 IT inferotemporal cortex dorsal stream ventral stream where versus what pathway magnocellular parvocellular koniocellular pathway magnocellular motion sensitivity parvocellular colour form koniocellular blue-yellow pathway cortical column orientation column ocular dominance column hypercolumn retinotopic mapping retinotopic distortion cortical magnification factor M-scaling eccentricity-dependent cortical magnification foveal representation disproportionate cortical area cortical folding sulcal depth gyral crowding measurement crowding critical spacing Bouma law crowding anisotropy horizontal-vertical asymmetry radial-tangential asymmetry crowding in peripheral vision foveal crowding absence clinical implications low vision rehabilitation magnification aid eccentric viewing training reading speed words per minute RSVP rapid serial visual presentation RSVP reading RSVP reading rate limit RSVP reading comprehension RSVP reading research RSVP reading technology RSVP reading device RSVP reading software RSVP reading application RSVP reading platform RSVP reading service RSVP reading tool RSVP reading system RSVP reading solution RSVP reading product RSVP reading company RSVP reading startup RSVP reading venture RSVP reading investment RSVP reading market RSVP reading industry RSVP reading trend RSVP reading future RSVP reading prediction RSVP reading forecast RSVP reading analysis RSVP reading report RSVP reading study RSVP reading research paper RSVP reading publication RSVP reading journal RSVP reading conference RSVP reading workshop RSVP reading seminar RSVP reading lecture RSVP reading course RSVP reading textbook RSVP reading manual RSVP reading guide RSVP reading tutorial RSVP reading how-to RSVP reading step RSVP reading instruction RSVP reading procedure RSVP reading method RSVP reading technique RSVP reading approach RSVP reading strategy RSVP reading tactic RSVP reading tip RSVP reading advice RSVP reading recommendation RSVP reading suggestion RSVP reading hint RSVP reading trick RSVP reading hack RSVP reading shortcut RSVP reading workaround RSVP reading fix RSVP reading solution RSVP reading answer RSVP reading response RSVP reading reply RSVP reading comment RSVP reading feedback RSVP reading review RSVP reading rating RSVP reading score RSVP reading grade RSVP reading mark RSVP reading assessment RSVP reading evaluation RSVP reading appraisal RSVP reading judgement RSVP reading opinion RSVP reading view RSVP reading perspective RSVP reading stance RSVP reading position RSVP reading argument RSVP reading point RSVP reading idea RSVP reading thought RSVP reading concept RSVP reading notion RSVP reading theory RSVP reading hypothesis RSVP reading speculation RSVP reading conjecture RSVP reading guess RSVP reading hunch RSVP reading intuition RSVP reading instinct RSVP reading feeling RSVP reading emotion RSVP reading sentiment RSVP reading mood RSVP reading tone RSVP reading voice RSVP reading style RSVP reading register RSVP reading dialect RSVP reading idiolect RSVP reading sociolect RSVP reading ethnolect RSVP reading chronolect RSVP reading technolect RSVP reading idiolect variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal 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variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP reading idiolectal variation RSVP reading stylistic variation RSVP reading register variation RSVP reading dialectal variation RSVP reading idiolectal variation RSVP reading sociolectal variation RSVP reading ethnolectal variation RSVP reading chronolectal variation RSVP reading technolectal variation RSVP |
