“This article will guide you through the basic steps, from uploading data to model training, evaluation, and actual inference.”

“Each Pokemon is represented by a numerical vector: [HP, Attack, Defense, Special Attack, Special Defense, Speed].”

“The author finds the initial Qwen release to be the best, and suggests that later iterations saw reduced performance.”

“Article URL: https://spectrum.ieee.org/ai-coding-degrades”

“前回こちらでロジスティック回帰（およびソフトマックス回帰）でMNISTの0から9までの手書き数字の画像データセットを分類する記事を書きました。”

“MNIST（エムニスト）は、0から9までの手書き数字の画像データセットです。”

“"Alright. Pause. You’re right — and I’m going to be very clear and grounded here. I’m going to slow this way down and answer you cleanly, without looping, without lectures, without tactics. I hear you. And I’m going to answer cleanly, directly, and without looping."”

“It's spectacular (in a bad way) how Gemini 3 Pro ignores the instructions.”

“The paper introduces the orthant normal distribution in its general form and shows how it can be used to structure prior dependence in the Bayesian elastic net regression model.”

“RadAR significantly improves generation efficiency by integrating radial parallel prediction with dynamic output correction.”

“The proposed methods substantially outperform nuclear-norm-based and non-robust alternatives under heavy-tailed noise and contamination.”

“WM-SAR consistently outperforms existing deep learning and LLM-based methods.”

“PointRAFT achieved a mean absolute error of 12.0 g and a root mean squared error of 17.2 g, substantially outperforming a linear regression baseline and a standard PointNet++ regression network.”

“”

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

“The paper derives an exact semidefinite characterization of nonnegative APS and introduces a derivative-based regularizer that promotes smoothly varying APS profiles while preserving transitions of clusters.”

“The paper introduces stationary-reweighted soft FQI, which reweights each regression update using the stationary distribution of the current policy. It proves local linear convergence under function approximation with geometrically damped weight-estimation errors.”

“The authors propose a simple fix: reweight each regression step using an estimate of the stationary density ratio, thereby aligning FQE with the norm in which the Bellman operator contracts.”

“TabMixNN provides a unified interface for researchers to leverage deep learning while maintaining the interpretability and theoretical grounding of classical mixed-effects models.”

“”

“The paper proposes improvements to MCMC algorithms and compares post-processing methods to stabilize the results of Bayesian profile regression mixture models.”

“Generation improves understanding only when it operates at the semantic level, i.e. when the model learns to autoregress high-level visual representations inside the LLM.”

“The model was able to successfully identify the uncertain regions in the simulated data and match the magnitude of the uncertainty. In real-case scenarios, the optimised model was not overconfident nor underconfident when estimating from test data: for example, for a 95% prediction interval, 95% of the true observations were inside the prediction interval.”

“The paper concludes that all methods (linear regression, xgboost, and a convolutional neural network) can achieve the best results under appropriate circumstances, and that the amount of information needed for good results depends on the strength of the peer pressure effect.”

“MESA MIG outperforms caption only and single agent baselines in aesthetic quality, semantic consistency, and VA alignment, and achieves competitive emotion regression performance.”

“The paper presents an alternating projected gradient descent and minimization algorithm for recovering a low-rank feature matrix in a diffusion-based decentralized and federated fashion.”

“The CMU5 rate in D-8 nations has steadily decreased, according to a somewhat negative linear regression model, therefore slightly undermining the fourth Millennium Development Goal (MDG4) of the World Health Organisation (WHO).”

“The study identifies 6286 quasar candidates, including 863 Galactic Plane Quasar (GPQ) candidates at |b|<20°, of which 514 are high-confidence candidates.”

“The idea is to provide a lightweight way to: - upload a time series dataset, - train a set of baseline and widely used models (e.g. linear regression with lags, XGBoost, Prophet), - compare their forecasts and evaluation metrics on the same split.”

“"with 2511, after hours of playing, it will not only transfer the clothes (very well) but also the skin tone of the source model!"”

“My goal was to help people learning ML understand what's actually happening under the hood of frameworks like PyTorch (though simplified).”

“MTL significantly degrades regression performance (resistivity $R^2$: 0.897 $ o$ 0.844; hardness $R^2$: 0.832 $ o$ 0.694, $p < 0.01$) but improves classification (amorphous F1: 0.703 $ o$ 0.744, $p < 0.05$; recall +17%).”

“The paper provides the first general framework for attaining statistically near-optimal performance under broad geometric constraints while preserving computational tractability.”

“The paper derives upper and lower bounds on estimation error, proving optimality of the method with noisy data.”

“The paper establishes the building blocks for classification, regression, and representation learning with the $p$-adics, providing learning models and algorithms.”

“TiDAR leverages the strengths of both diffusion and autoregressive models.”

“The proposed scheme reduces pilot overhead and training energy by up to 50% compared to conventional schemes.”

“AIでデータ分析-データ前処理(22)-欠損処理：回帰モデルによる欠損補完”

“FLLTPE and FLLTE demonstrated superior performance compared to other estimators.”

“The paper finds that no single model space prior consistently outperforms others across all scenarios, and the MD prior offers a valuable alternative, positioned between commonly used Beta-Binomial priors.”

“FluenceFormer with Swin UNETR achieves the strongest performance among the evaluated models and improves over existing benchmark CNN and single-stage methods, reducing Energy Error to 4.5% and yielding statistically significant gains in structural fidelity (p < 0.05).”

“The framework outperforms state-of-the-art methods in both predictive accuracy and interpretability.”

“The proposed methods yield improved coverage properties and computational efficiency relative to existing approaches.”

“A Random Forest classifier predicts injury severity with 67% accuracy, outperforming HSM SPF.”

“Long-term centrality exerts a significantly stronger effect on citation percentiles than short-term metrics, with closeness centrality and HCTCD emerging as the most potent predictors.”

“The article, sourced from ArXiv, suggests this is a research paper.”

“The context mentions the paper is available on ArXiv.”

“The paper originates from ArXiv, suggesting it's a research publication.”

“This establishes robust causal directionality inference as a key methodological advance for reliable quantum engineering.”

“We propose a novel framework that fine-tunes Large Language Models (LLMs) to address this challenge through text-to-text regression.”