“AI can be multidimensional if we wish.”

“The article uses the power of LLMs to provide a theoretical explanation for optimizing F1 score.”

“SALP-CG reliably helps classify categories and grading sensitivity in online conversational health data across LLMs, offering a practical method for health data governance.”

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

“Experiments on a real-world image classification dataset demonstrate that EGT achieves up to 98.97% overall accuracy (matching baseline performance) with a 1.97x inference speedup through early exits, while improving attention consistency by up to 18.5% compared to baseline models.”

“AI integration into data pipelines appears to be becoming more convenient, so let's give it a try.”

“Gemini API を本番運用していると、こんな要件に必ず当たります。”

“I built this as a personal open-source project to explore how EU AI Act requirements can be translated into concrete, inspectable technical checks.”

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“Exploratory results demonstrated that ConvNeXt-Tiny achieved the highest performance, attaining a 96.88% accuracy on the test”

“Our approach relies on a unified formulation of the distance from a point to a hyperplane on the considered spaces.”

“AEF-based models generally exhibit strong performance on all tasks and are competitive with purpose-built RS-ba”

“この記事では、Amazonレビューのテキストデータを使って レビューがポジティブかネガティブかを分類する二値分類タスクを実装しました。”

“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。”

“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.”

“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。”

“The core algorithm chosen for the project is Multinomial Naive Bayes, primarily due to its simplicity, interpretability, and suitability for short text data.”

“Now i have been thinking that LLM models based on the transformer architecture are essentially an overglorified classifier during training (forced prediction of the next token at every step).”

“The author is working on a disease prediction model with a small tabular dataset and is questioning the feasibility of using classical ML techniques.”

“The paper establishes a complete classification for fermionic symmetry protected topological phases (FSPT) with purely discrete internal symmetries, which determines the crystalline case via the crystalline equivalence principle.”

“The paper classifies the irreducible components of V(d,n), gives criteria for the ideal I(d,n) to be prime or a complete intersection, and for the variety V(d,n) to be normal. It also gives near-equivalent conditions for V(d,n) to be factorial.”

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

“The paper shows that the homeomorphism problem for compact topological n-manifolds is Borel equivalent to equality on natural numbers, while the homeomorphism problem for noncompact topological 2-manifolds is of maximal complexity.”

“CPJ significantly improves performance: using GPT-5-mini captions, GPT-5-Nano achieves +22.7 pp in disease classification and +19.5 points in QA score over no-caption baselines.”

“The paper's key finding is the development of FSF and its successful application in graph classification, leading to improved performance compared to existing methods, especially when integrated with graph neural networks.”

“Achieved a classification accuracy of 96.25% on the HCPTask dataset.”

“The framework demonstrates potential for retrievals of atmospheric, cloud and surface variables, providing information that can serve as a prior, initial guess, or surrogate for computationally expensive full-physics inversion methods.”

“DTI-GP outperforms state-of-the-art solutions, and it allows (1) the construction of a Bayesian accuracy-confidence enrichment score, (2) rejection schemes for improved enrichment, and (3) estimation and search for top-$K$ selections and ranking with high expected utility.”

“The introduction of the 'Darboux family' as a tool for studying r-matrices in four-dimensional indecomposable coboundary Lie bialgebras.”

“The exttt{Mgformer}-based module is superior in performance and flexibility. Its representative recall and precision values are 0.79 and 0.76, respectively, and can be modified by adjusting the threshold.”

“For any objective with log-sum-exp structure over distances or energies, the gradient with respect to each distance is exactly the negative posterior responsibility of the corresponding component: $\partial L / \partial d_j = -r_j$.”

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

“The paper describes the structure of the twisted Jacquet module π_{N,ψ} of π with respect to N and a non-degenerate character ψ of N.”

“BatteryAgent effectively corrects misclassifications on hard boundary samples, achieving an AUROC of 0.986, which significantly outperforms current state-of-the-art methods.”

“Our proposed method maintains estimation accuracy even with high proportions of protest votes, while being substantially faster than MCMC-based methods.”

“The proposed system consistently outperformed flat multi-class classifiers and pre-trained self-supervised models.”

“The paper classifies spin effects into four categories with each having two subtypes; representative materials are pointed out.”

“The paper proves that any ancient, asymptotically cylindrical flow is non-collapsed, convex, rotationally symmetric, and belongs to one of three canonical families: ancient ovals, the bowl soliton, or the flying wing translating solitons.”

“USF-MAE achieved the highest performance across all evaluation metrics, with 90.57% accuracy, 91.15% precision, 90.57% recall, and 90.71% F1-score.”

“The paper proposes a novel sparse-penalization framework for high-dimensional Pconf classification.”

“The system achieves 87.7% frame-level accuracy in action segmentation that increased to 93.62% with post-processing, and an average classification accuracy of 76% in replicating expert assessments across all skill aspects.”

“The word problem is algorithmically decidable for finitely generated just infinite groups given by a recursively enumerable set of relations.”

“The paper investigates the maximum misclassification rate that a valid two-stage framework can tolerate and proposes a spectral method to achieve the desired misclassification rate.”

“The proposed model achieves 95.5% and 98.5% accuracy for 4-class and 2-class imbalanced classification problems, respectively.”

“BSD consistently yields higher test accuracy (e.g. +1.4% for ResNet-50 on CIFAR-100) and significantly lower Expected Calibration Error (ECE) (-40% ResNet-50, CIFAR-100) than existing architecture-preserving self-distillation methods.”

“The proposed loss introduces learnable class prototypes and equilibrates gradients contributed by different classes at each hierarchical level, ensuring that each hierarchical class contributes equally to the loss computation in every mini-batch.”

“HyperGRL delivers superior representation quality and generalization across diverse graph structures, achieving average improvements of 1.49%, 0.86%, and 0.74% over the strongest existing methods, respectively.”

“The paper provides a complete characterization of the weight parameters that yield a finite group in two dimensions.”

“MF-RSVLM achieves state-of-the-art or highly competitive performance across remote sensing classification, image captioning, and VQA tasks.”