“This is a collection of articles from Qiita demonstrating the construction of an AI that takes gameplay footage (video) as input, estimates the game state, and proposes the next action.”

“It's the ultimate AI paradox, but it doesn't have to be that way.”

“please recommend !!!”

“Running this at 5K RPS with sub-microsecond overhead now. The concurrency primitives in Go made this way easier than Python would've been.”

“The real challenge for leaders is what happens next and whether they know how to use the space it creates.”

“The article suggests that developers should be strategic in selecting the correct AI tool for specific tasks, avoiding the pitfalls of single-tool dependency and leading to improved code accuracy.”

“In recent years, major LLM providers have been competing to expand the 'context window'.”

“These modes allow AI to guide users through a step-by-step understanding by providing hints instead of directly providing answers.”

“この記事では、VeRLというフレームワークを使ってMegatron-LMをベースにLLMをRL（PPO、GRPO、DAPO）する方法について解説します。”

“Our findings reveal that the best detector is highly dependant on the total number of faulty examples in the training dataset, with additional healthy examples offering insignificant benefits in most cases.”

“"The key to business video narration is 'ease of listening'. The choice of voice and adjustments to tone and speed can drastically change the impression of the same text."”

“As one of the most productive and patient dealmakers in the American business world, Buffett adhered to his investment principles in his final year at the helm of Berkshire Hathaway.”

“Vulcan synthesizes instance-optimal heuristics -- specialized for the exact workloads and hardware where they will be deployed -- using code-generating large language models (LLMs).”

“AdaGReS introduces a closed-form, instance-adaptive calibration of the relevance-redundancy trade-off parameter to eliminate manual tuning and adapt to candidate-pool statistics and budget limits.”

“The paper develops an approximate Stein's Unbiased Risk Estimator (SURE) for the average mean squared error and establishes asymptotic optimality and regret bounds for a class of machine learning-assisted linear shrinkage estimators.”

“The paper identifies universal polar dual pairs of spherical codes C and D such that for a large class of potential functions h the minima of the discrete h-potential of C on the sphere occur at the points of D and vice versa.”

“Generative classifiers...can avoid this issue by modeling all features, both core and spurious, instead of mainly spurious ones.”

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“DLMs augmented with polynomial-length chain-of-thought (CoT) can simulate any parallel sampling algorithm using an optimal number of sequential steps.”

“Certain compression strategies not only preserve but can also improve robustness, particularly on networks with more complex architectures.”

“The paper derives a Pontryagin maximum principle on the belief space, providing necessary conditions for optimality in this hybrid setting.”

“The paper determines the robust optimal growth rate, constructs a worst-case admissible model, and characterizes the robust growth-optimal strategy via a solution to a certain partial differential equation (PDE).”

“Neural operators are a powerful novel tool for high-performance control when hidden low-dimensional structure can be exploited, yet they remain fundamentally constrained by the intrinsic dimensional complexity in more challenging settings.”

“BEDA consistently outperforms strong baselines: on CKBG it improves success rate by at least 5.0 points across backbones and by 20.6 points with GPT-4.1-nano; on Mutual Friends it achieves an average improvement of 9.3 points; and on CaSiNo it achieves the optimal deal relative to all baselines.”

“The paper proves that α=-1 is the unique choice achieving optimal energy stability under a specific condition, highlighting its theoretical advantage.”

“LMG achieves competitive or leading performance, including bulk loading (up to 8.25x faster), point queries (up to 1.49x faster), range queries (up to 4.02x faster than B+Tree), update (up to 1.5x faster on read-write workloads), stability (up to 82.59x lower coefficient of variation), and space usage (up to 1.38x smaller).”

“The paper provides the first non-vacuous guarantees in high-dimensional sparse MDPs with single-policy concentrability coverage and corruption, showing that learning a near-optimal policy remains possible in regimes where traditional robust offline RL techniques may fail.”

“The optimal model achieves 97.23% accuracy when trained on complete energy spectra.”

“The proposed framework achieves superior performance over conventional sensing methods with reduced sensing power.”

“The algorithm achieves minimax-optimal regret independent of the ambient dimension $d$, thereby overcoming the curse of dimensionality.”

“The paper establishes error bounds for the reconstructed solution and the source term without requiring classical source conditions, and derives an expected convergence rate for the source error in a weaker topology.”

“Tree-based ensemble methods, including Random Forest and XGBoost, proved inherently robust to this violation, achieving an R-squared of 0.765 and RMSE of 0.731 logP units on the test set.”

“The paper introduces smooth cumulative- and inverse-cumulative-distribution-function ((I)CDF) timesteppers that evolve distributions rather than particles.”

“The inclusion of higher-order response in calculating optimal protocols provides marginal improvement in effectiveness despite incurring a significant computational expense, while introducing the possibility of predicting arbitrarily low and unphysical negative excess work.”

“The optimal pipeline (ANOVA feature selection with a support vector machine) achieved a mean validation accuracy of 0.79.”

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“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.”

“The shortest possible state-preparation times scale quadratically with N.”

“The study demonstrates the feasibility of anatomically realistic $μ$FE simulations at this scale, with models containing over $8\times10^{8}$ DOFs.”

“Achieving gate fidelities above 90% under realistic noise models (Random Telegraph and Ornstein-Uhlenbeck) is a significant result, demonstrating the effectiveness of the proposed method.”

“The paper provides an expression of the optimal terminal wealth for complete markets using max-plus decomposition and derives explicit forms for the Black-Scholes-Merton model.”

“The results showcase the real-world feasibility and superior performance of nonlinear MPC for 3D path-following guidance at ground speeds up to 36 meters per second.”

“The paper proves the existence of an optimal closed-loop policy for the original MFTG when the state spaces are at most countable and the action spaces are general Polish spaces.”

“SiLRI effectively exploits human suboptimal interventions, reducing the time required to reach a 90% success rate by at least 50% compared with the state-of-the-art RL method HIL-SERL, and achieving a 100% success rate on long-horizon manipulation tasks where other RL methods struggle to succeed.”

“The best design features stationary thick end plates, a chord-to-radius ratio of 0.65, and a large pitching amplitude of 40 degrees. It achieves a hovering efficiency of 0.72 with a blade aspect ratio of 3, which is comparable to that of helicopters.”

“The method exhibits notable advantages in terms of computational efficiency and scalability, particularly in large-scale and time-constrained scenarios.”

“The novelty of this work is two-fold: extending the catalogue of known optimal RMRAs and formulating a sub-optimal RMRA that abides by CFEs.”

“Using n = 3 examples best balances architectural diversity and context focus for vision tasks.”

“The paper argues that the optimal substrate for motion planning is not natural language, but a learned, motion-aligned concept space.”

“Random multiplexing achieves statistical fading-channel ergodicity for transmitted signals by constructing an equivalent input-isotropic channel matrix in the random transform domain.”