Machine Learning

The latest machine learning stories, curated continuously from hundreds of sources.

Reducing Human Annotation with ML Active Learning

Machine LearningTowards Data ScienceLucas Braga4d

Learning What Matters: Supervising Sparse Attention Routing with Causal Evidence Sets

Machine LearningarXiv cs.LGJim Allchin5d

On the Depth Scalability of Logic Gate Networks

Machine LearningarXiv cs.LGTaegun An, Dohun kim, Hae…5d

Pretraining EHR Foundation Models with Patient-Aware Sampling

Machine LearningarXiv cs.LGJoshua Placidi, Yuxuan Li…5d

From Perturbation Correction to Geometry-Aware Sampling: Sharpness-Guided Equilibrium Sampling for Balanced Flat Minima in Long-Tailed Learning

Machine LearningarXiv cs.LGJiaxin Deng, Junbiao Pang5d

Parameter-free Adaptive Sparse Attention via Compression-Based Content Selection

Machine LearningarXiv cs.LGDebarshi Kundu, Swaroop G…5d

Cross-Domain Off-Policy Evaluation and Learning for Contextual Bandits

Machine LearningarXiv cs.LGYuta Natsubori, Masataka…5d

Searching the Space of Feed-Forward Neural-Network Weight-Update Rules with Fixed Depth Symbolic Regression

Machine LearningarXiv cs.LGCharles Brum, Edward Fink…5d

Latent PDE mapping for efficient physics-informed learning across geometries with limited data

Machine LearningarXiv cs.LGIngvild Askim Adde, Mary…5d

LeAct: Learning to Reason from Expert Actions

Machine LearningarXiv cs.LGZiran Yang, Chengshuai Sh…5d

RED-PIM: Reducing Data Movement for Transformers using Processing-in-Memory

Machine LearningarXiv cs.LGZahra Yousefijamarani, Al…5d

Measuring the Dependency Gap: Diagnosing Inter-Column Fidelity in Tabular Generative Models

Machine LearningarXiv cs.LGJie Zhang5d

CEL: Comprehensive Counterfactual Explanations Library and Benchmark

Machine LearningarXiv cs.LGOleksii Furman, {\L}ukasz…5d

Physiological Signals as a Forensic Modality for Talking-Face Deepfake Detection

Machine LearningarXiv cs.LGOthmane Harraq, Tamer Ald…5d

Rethinking Layer-Wise Information Allocation for Vision Foundation Model Adaptation

Machine LearningarXiv cs.CVYuqi Li, Xi Xiao, Yunbei…5d

RadSight: Towards Perceptually Reliable Multimodal Radiology Image Understanding

Machine LearningarXiv cs.CVJianqin Liu, Weiwei Cao,…5d

General Value Functions for Remaining Useful Life and Failure-Mode Prediction

Machine LearningarXiv stat.MLHao Yan, Ali Sarabi, Qing…5d

Learning Bidirectional Causal Interactions with Heteroscedastic Neural Networks

Machine LearningarXiv stat.MLMasahiro Tanaka5d

A Defense of the Quadratic Model

Machine LearningarXiv stat.MLAlexandru Meterez, Pranav…5d

From Score Approximation to Distribution Approximation in Score-Based Diffusion Models

Machine LearningarXiv stat.MLLan V. Truong5d

Small Vision-Language Models Know When They Are Wrong But Cannot Say So: A Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradation

Machine LearningarXiv cs.CVM M Asif Ferdous5d

InnoText: A Unified Model for Visual Text Generation and Editing

Machine LearningarXiv cs.CVHaowei Liu, Runze He, Jia…5d

Toward Goal-Agnostic Joint-Embedding Predictive Control of Partial Differential Equations

Machine LearningarXiv cs.LGJonathan Gallagher, Rober…5d

Multi-Horizon Consistency as Geometry: When Latent Dynamics Contract, and When They Do Not

Machine LearningarXiv cs.LGKavya Bhand, Aadi Joshi5d

PCS-UQ: Uncertainty Quantification via the Predictability-Computability-Stability Framework

Machine LearningarXiv stat.MLAbhineet Agarwal, Fange X…5d

Active few-shot segmentation by reinforcing data selection

Machine LearningarXiv cs.CVChenlan Zhao, Benny Wong,…5d

Adjustment Speed as a Safety Constraint for Nonstationary Reinforcement Learning

Machine LearningarXiv cs.LGTimothy Tomashevskiy5d

Scalable Gaussian process inference via neural feature maps

Machine LearningarXiv stat.MLAnthony Stephenson5d

Generalized Gaussian Temporal Difference Error for Uncertainty-aware Reinforcement Learning

Machine LearningarXiv stat.MLSeyeon Kim, Joonhun Lee,…5d

Hopformer: Homogeneity-Pursuit Transformer for Time Series Forecasting

Machine LearningarXiv stat.MLWan Zhang, Qinjie Lin, Ch…5d

Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On

Machine LearningarXiv cs.CVYong Liu, Xiaolong Fu, Zi…5d

Molt: A Scalable PyTorch-Native Training Framework for Agentic Reinforcement Learning

Machine LearningarXiv cs.LGJian Hu, Huiying Li, Hao…5d

Neural Feature Governance: Extending Atom Prevalence

Machine LearningarXiv cs.LGIdris Karel Seunda Ekwe,…5d

Self-Poisoning in Adaptive Out-of-Distribution Detection: A Sharp-Threshold Theory and Certified Label-Free Calibration

Machine LearningarXiv stat.MLVishnu Bindu Balachandran5d

Scaling Laws for Classical Machine Learning on Tabular Data: A Benchmark Study

Machine LearningarXiv stat.MLKaihua Ding5d

On the Convergence of Stochastic Low-Rank Adaptation

Machine LearningarXiv cs.LGRu Wang, Chengchang Liu,…5d

A Leakage-Free Stacked Ensemble Method for Multiclass Classification

Machine LearningarXiv cs.LGS. P. Sharmila, Aruna Tiw…5d

TriGlue: a Biology-Inspired Generative Model for Generating Molecular Glue-Induced Ternary Complex

Machine LearningarXiv cs.LGYuliang Yan, Shuo Yan, Ha…5d

We compared different LLMs on IMO 2026 [R]

Machine LearningReddit r/MachineLearning/u/pequalnp926d

I implemented the YOLO26n model inference from scratch using ARM64 Assembly Language (No framework) [P]

Machine LearningReddit r/MachineLearning/u/Forward_Confusion9026d