Machine Learning

Top 10 AI certifications and courses for 2026

This article reviews the top 10 AI certifications and courses for 2026, highlighting their significance in a rapidly evolving field and t...

Improving AI models’ ability to explain their predictions

New technique makes AI models leaner and faster while they’re still learning

[2604.04154] Non-Equilibrium Stochastic Dynamics as a Unified Framework for Insight and Repetitive Learning: A Kramers Escape Approach to Continual Learning

Abstract page for arXiv paper 2604.04154: Non-Equilibrium Stochastic Dynamics as a Unified Framework for Insight and Repetitive Learning:...

[2604.04153] Uncertainty-Aware Test-Time Adaptation for Cross-Region Spatio-Temporal Fusion of Land Surface Temperature

Abstract page for arXiv paper 2604.04153: Uncertainty-Aware Test-Time Adaptation for Cross-Region Spatio-Temporal Fusion of Land Surface ...

[2604.04129] Measuring Robustness of Speech Recognition from MEG Signals Under Distribution Shift

Abstract page for arXiv paper 2604.04129: Measuring Robustness of Speech Recognition from MEG Signals Under Distribution Shift

[2604.04088] Embedding Enhancement via Fine-Tuned Language Models for Learner-Item Cognitive Modeling

Abstract page for arXiv paper 2604.04088: Embedding Enhancement via Fine-Tuned Language Models for Learner-Item Cognitive Modeling

[2604.04080] Intelligent Traffic Monitoring with YOLOv11: A Case Study in Real-Time Vehicle Detection

Abstract page for arXiv paper 2604.04080: Intelligent Traffic Monitoring with YOLOv11: A Case Study in Real-Time Vehicle Detection

[2604.04074] FactReview: Evidence-Grounded Reviews with Literature Positioning and Execution-Based Claim Verification

Abstract page for arXiv paper 2604.04074: FactReview: Evidence-Grounded Reviews with Literature Positioning and Execution-Based Claim Ver...

[2604.04051] Extended Hybrid Timed Petri Nets with Semi-Supervised Anomaly Detection for Switched Systems, Modelling and Fault Detection

Abstract page for arXiv paper 2604.04051: Extended Hybrid Timed Petri Nets with Semi-Supervised Anomaly Detection for Switched Systems, M...

[2604.04050] TORA: Topological Representation Alignment for 3D Shape Assembly

Abstract page for arXiv paper 2604.04050: TORA: Topological Representation Alignment for 3D Shape Assembly

[2604.04033] Topological Sensitivity in Connectome-Constrained Neural Networks

Abstract page for arXiv paper 2604.04033: Topological Sensitivity in Connectome-Constrained Neural Networks

[2604.04030] Jellyfish: Zero-Shot Federated Unlearning Scheme with Knowledge Disentanglement

Abstract page for arXiv paper 2604.04030: Jellyfish: Zero-Shot Federated Unlearning Scheme with Knowledge Disentanglement

[2604.04020] Unmasking Hallucinations: A Causal Graph-Attention Perspective on Factual Reliability in Large Language Models

Abstract page for arXiv paper 2604.04020: Unmasking Hallucinations: A Causal Graph-Attention Perspective on Factual Reliability in Large ...

[2604.03962] Predict, Don't React: Value-Based Safety Forecasting for LLM Streaming

Abstract page for arXiv paper 2604.03962: Predict, Don't React: Value-Based Safety Forecasting for LLM Streaming

[2604.03939] Fused Multinomial Logistic Regression Utilizing Summary-Level External Machine-learning Information

Abstract page for arXiv paper 2604.03939: Fused Multinomial Logistic Regression Utilizing Summary-Level External Machine-learning Informa...

[2604.03840] New insights into Elo algorithm for practitioners and statisticians

Abstract page for arXiv paper 2604.03840: New insights into Elo algorithm for practitioners and statisticians

[2604.03912] Automating Cloud Security and Forensics Through a Secure-by-Design Generative AI Framework

Abstract page for arXiv paper 2604.03912: Automating Cloud Security and Forensics Through a Secure-by-Design Generative AI Framework

[2604.03903] Improving ML Attacks on LWE with Data Repetition and Stepwise Regression

Abstract page for arXiv paper 2604.03903: Improving ML Attacks on LWE with Data Repetition and Stepwise Regression

[2604.03892] Lotka-Sharpe Neural Operators for Control of Population PDEs

Abstract page for arXiv paper 2604.03892: Lotka-Sharpe Neural Operators for Control of Population PDEs

[2604.03877] When Models Know More Than They Say: Probing Analogical Reasoning in LLMs

Abstract page for arXiv paper 2604.03877: When Models Know More Than They Say: Probing Analogical Reasoning in LLMs

[2604.03862] SecureAFL: Secure Asynchronous Federated Learning

Abstract page for arXiv paper 2604.03862: SecureAFL: Secure Asynchronous Federated Learning

[2604.03843] Explainability-Guided Adversarial Attacks on Transformer-Based Malware Detectors Using Control Flow Graphs

Abstract page for arXiv paper 2604.03843: Explainability-Guided Adversarial Attacks on Transformer-Based Malware Detectors Using Control ...