Machine Learning

Learning from Equivalence Queries, Revisited COLT 2026 Learning from Evolving Training Dynamics: An Entropy-Maximizing Data Curation Strategy for LLM Supervised Post-Training ACL 2026 Learning from Imperfect Data: Incremental Learning and Few-shot Learning AAAI 2026 Learning from Imperfect Data: Robust Inference of Dynamic Systems Using Simulation-Based Generative Model AAAI 2026 Learning from Near-Misses: Error-Aware Contrastive Few-Shot Learning for NL2Formula ACL 2026 Learning from Noisy Supervision: A Denoising-Debiasing Framework for Weakly Supervised Video Anomaly Detection CVPR 2026 Learning from Oblivion: Predicting Knowledge-Overflowed Weights via Retrodiction of Forgetting CVPR 2026 Learning from Reasoning Failures via Synthetic Data Generation AAAI 2026 Learning from Scoring Disagreements: Contrastive Error Mining for Efficient and Robust LLM-based Assessment AAAI 2026 Learning from Synthetic Data: Limitations of ERM ALT 2026 Learning from Synthetic Data via Provenance-Based Input Gradient Guidance CVPR 2026 Learning from the Undesirable: Robust Adaptation of Language Models Without Forgetting AAAI 2026 Learning from Unknown for Open-Set Test-Time Adaptation WACV 2026 Learning general conditional independence structures via the neighbourhood lattice JMLR 2026 Learning Group Actions In Disentangled Latent Image Representations WACV 2026 Learning Heuristic Functions for HTN Planning AAAI 2026 Learning Heuristic Functions with Graph Neural Networks for Numeric Planning AAAI 2026 Learning Intrinsic Hierarchy for Generalized Category Discovery AAAI 2026 Learning in Zero-Sum Markov Games: Relaxing Strong Reachability and Mixing Time Assumptions AAAI 2026 Learning Ising Models from Evolutions (Extended Abstract) COLT 2026 Learning Label Distribution with Dirichlet Process Mixture Model AAAI 2026 Learning Latent Energy-Based Models via Interacting Particle Langevin Dynamics UAI 2026 Learning Latent Imaging Biomarkers for Interpretable Microvascular Invasion Prediction in Hepatocellular Carcinoma AAAI 2026 Learning Lineage-guided Geodesics with Finsler Geometry UAI 2026 Learning Max-Stable Representations that Extrapolate UAI 2026