“Approximately 89% of trials converged, supporting the theoretical prediction that transparency auditing acts as a contraction operator within the composite validation mapping.”

“The article's introduction states the intention to share the process, the approach, and 'empirical rules' to keep in mind when using AI.”

““Overall, our empirical observations strongly indicate that TTT-E2E should produce the same trend as full attention for scaling with training compute in large-budget production runs.””

“ガチャ脳とは、結果を自分の理解や行動の延長として捉えず、運や偶然の産物として処理する思考様式です。”

“本記事のコードは、Temperature / Top-p / Top-k の挙動差を API なしで体感する最小実験です。”

“Article URL: https://surgehq.ai/blog/lmarena-is-a-plague-on-ai”

“RedditのPromptEngineering系コミュニティで、「OpenAIエンジニアが使っているプロンプト技法」として話題になった投稿があります。”

“The key insight: It's not just logging. At any point - even after a compact - you can reconstruct what Claude was thinking, not just what it did.”

“Blocking GenAI bots can have adverse effects on large publishers by reducing total website traffic by 23% and real consumer traffic by 14% compared to not blocking.”

“RCS traces acceptance probability to tolerate extreme adversarial behaviors, improving robustness. RCS also eliminates the need for abstention entirely.”

“mHC restores the identity mapping property while incorporating rigorous infrastructure optimization to ensure efficiency.”

“The silhouette score accurately identifies the true number of communities when clusters are well separated and balanced, but it tends to underestimate under strong imbalance or weak separation and to overestimate in sparse networks.”

“The paper introduces an explicit formulation of object arrangement preferences along four interpretable constructs: spatial practicality, habitual convenience, semantic coherence, and commonsense appropriateness.”

“Cost Sensitivity and Behavioral Intention are the strongest positive predictors of adoption.”

“The paper establishes the consistency of the QMLE and derives its asymptotic distribution, and proposes a bias-corrected estimator.”

“Full-stack libraries and compilers are the most defect-prone categories due to circuit, gate, and transpilation-related issues, while simulators are mainly affected by measurement and noise modeling errors.”

“AI agents apply performance optimizations across diverse layers of the software stack and that the type of optimization significantly affects pull request acceptance rates and review times.”

“gg-Mix assumes only independence between the normal means and variances, without imposing any structural restrictions on their distributions.”

“The proposed method substantially improves power when p-values are conservative, while achieving comparable performance to existing methods when p-values are exact.”

“The Bayesian DP algorithm alternates between posterior updates and value iteration, employing an estimator for the risk-based Bellman operator that combines Monte Carlo sampling with convex optimization.”

“Data synthesis is the most effective technique for improving functional correctness and reducing code smells.”

“Empirically, we find that quasi-symmetry results from a spatial resonance between shape complexity and shape rotation about the magnetic axis.”

“The paper's key finding is that using reduced learning rates for proxy model training yields relative performance that strongly correlates with that of fully tuned large-scale LLM pretraining runs.”

“PackKV achieves, on average, 153.2% higher memory reduction rate for the K cache and 179.6% for the V cache, while maintaining accuracy.”

“Molecular dynamics simulations of 5 keV cascades predict enhanced peak defect production and recombination relative to a widely used empirical potential, indicating different cascade evolution.”

“Latent autoregression induces latent trajectories that are significantly more compatible with the Gaussian-process prior and exhibit greater long-horizon stability.”

“The results show systematic mode-dependent differences in user-rated affinity and additional insights on perceived security, indicating that switching or blending agency within one robot measurably shapes human impressions.”

“CVC rethinks the role of velocity in inter-distribution transformation by introducing a dual-perspective velocity conversion mechanism.”

“The findings reveal a surprising dichotomy: while the number of samples needed to accurately tilt a bounded random vector increases polynomially in the tilt amount, it increases at a super polynomial rate for unbounded distributions.”

“GCA losses are $H$-consistent for any hypothesis set that is bounded or complete, with $H$-consistency bounds that scale more favorably as $1/\sqrt{\mathsf p_{\min}}$, offering significantly stronger theoretical guarantees in imbalanced settings.”

“The Infini-attention model achieves up to 31% higher accuracy than the baseline at a 16,384-token context.”

“The paper introduces the Context-Adaptive Behavior (CAB) Framework, which reveals how behavioral expectations shift along two empirically-derived axes: the Time Horizon and the Type of Work.”

“Online methods can achieve an average success rate of 45/19/77% with just a few thousand queries over three tasks where static methods from existing multi-turn conversation benchmarks find few or even no failure cases.”

“The paper demonstrates competitive or state-of-the-art performance across a range of time-series benchmarks.”

“NestBrowse introduces a minimal and complete browser-action framework that decouples interaction control from page exploration through a nested structure.”

“Memorization depends on data modality, and increases with data diversity and finer-grained conditioning; on the modeling side, it peaks at a moderate guidance scale and can be mitigated by longer Vecsets and simple rotation augmentation.”

“The N-5 Scaling Law: an empirical relationship holding for all examined regular planar polygons and Platonic solids (N <= 10), where the space of optimal configurations consists of K=N-5 disconnected 1D topological branches.”

“The PMTC model simultaneously leverages a characteristics tensor and a return matrix to identify latent asset groups.”

“The paper introduces the EnCoMSAS tool, which allows to gather the energy consumed by distributed software applications and enables the evaluation of energy consumption of SAS variants at runtime.”

“Upfront factor screening, for reducing the search space, is helpful when the goal is to find the optimal resource configuration with an affordable sampling budget. When the goal is to statistically compare different algorithms, screening must also be applied to make data collection of all data points in the search space feasible. If the goal is to find a near-optimal configuration, however, it is better to run bayesian optimization without screening.”

“The $πN$ sigma term $σ_{πN}$, which denotes the contribution of explicit symmetry breaking, should deviate from its empirical values at vacuum. Specifically, $σ_{πN}\sim -600$ MeV, rather than $(32-89) m \ MeV$ at vacuum.”

“The paper demonstrates that the LCV method provides a better-fit bandwidth parameter for tropical KDE, leading to improved accuracy and computational efficiency compared to nearest neighbor methods, as shown through simulations and empirical data analysis.”

“The granularity penalty follows a multiplicative power law with an extremely small exponent.”

“The paper finds that the value of priority access is discounted relative to risk-neutral valuation due to the difficulty of forecasting short-horizon volatility and bidders' risk aversion.”

“The paper reveals a fine-grained taxonomy of 32 security issues and 24 solutions across four themes: (1) System and Software, (2) External Tools and Ecosystem, (3) Model, and (4) Data. It also highlights that challenges related to Models and Data often lack concrete solutions.”

“Semantic invariance requires a non homeomorphic, discriminative target for example, supervision via labels, cross-instance identification, or multimodal alignment that supplies explicit semantic equivalence.”

“”

“AI, like any other tool, is exactly that: A tool and it can be used for good or evil.”

“LLM-PeerReview is conceptually simple and empirically powerful. The two variants of the proposed approach obtain strong results across four datasets, including outperforming the recent advanced model Smoothie-Global by 6.9% and 7.3% points, respectively.”

“Price counterfactuals are nonparametrically identified by recentered instruments -- which combine exogenous shocks to prices with endogenous product characteristics -- under a weaker index restriction and a new condition we term faithfulness.”