Machine Learning

From Mathematical Reasoning to Code: Generalization of Process Reward Models in Test-Time Scaling AAAI 2026 From Narrow Unlearning to Emergent Misalignment in LLMs ACL 2026 From Numbers to Narratives: Efficient Language Model-Based Detection for Safety-Critical Minority Classes EACL 2026 From Pain to Praise: Aspect-Based Sentiment Analysis for Norwegian Patient Feedback EACL 2026 From Paper to Structured JSON: An Agentic AI Workflow for Compliant BMR Digital Transformation EACL 2026 From Parameter to Representation: A Closed-Form Approach for Controllable Model Merging AAAI 2026 From Passive Perception to Active Memory: A Weakly Supervised Image Manipulation Localization Framework Driven by Coarse-Grained Annotations AAAI 2026 From Past To Path: Masked History Learning for Next-Item Prediction in Generative Recommendation ACL 2026 From Points to Coalitions: Hierarchical Contrastive Shapley Values for Prioritizing Data Samples AAAI 2026 From Pretrain to Pain: Adversarial Vulnerability of Video Foundation Models Without Task Knowledge AAAI 2026 From Representation to Reasoning: Toward General-Purpose Visual Intelligence AAAI 2026 From Sampling to Cognition: Modeling Internal Cognitive Confidence in Language Models for Robust Uncertainty Calibration AAAI 2026 From SAM to DINOv2: Towards Distilling Foundation Models to Lightweight Baselines for Generalized Polyp Segmentation WACV 2026 From Scene to Object: Enhancing Open-Vocabulary Object Detection via Foreground-Background Context Reasoning AAAI 2026 From Semantics to Spectrum: A New Lens on Graph Augmentation Strategy AAAI 2026 From Semantics to Style: A Cross-Dataset Comparative Framework for Sentence Similarity Predictions EACL 2026 From Sentiment to Interpretation: Teaching NLP for Literary Understanding Across Educational Contexts EACL 2026 From Sequential to Recursive: Enhancing Decision-Focused Learning with Bidirectional Feedback AAAI 2026 From Single to Societal: Analyzing Persona-Induced Bias in Multi-Agent Interactions AAAI 2026 From Solver to Tutor: Evaluating the Pedagogical Intelligence of LLMs with KMP-Bench AAAI 2026 From Static to Active: Knowledge-Aware Node State Selection in Multi-view Graph Learning AAAI 2026 From Street to Orbit: Training-Free Cross-View Retrieval via Location Semantics and LLM Guidance WACV 2026 From Subtle to Significant: Prompt-Driven Self-Improving Optimization in Test-Time Graph OOD Detection AAAI 2026 From Tokens to Latent States: Leveraging Pre-trained Language Models for Improving Partially Observable Reinforcement Learning AAAI 2026 FROST: Factual Reasoning via Optimized Stochastic Trajectories in Large Language Models during Inference ACL 2026