Machine Learning

Asymptotic and Finite Sample Analysis of Nonexpansive Stochastic Approximations with Markovian Noise AAAI 2026 Asymptotics of Stochastic Gradient Descent with Dropout Regularization in Linear Models JMLR 2026 A Tale of Two Identities: An Ethical Audit of AI-Crafted Synthetic Personas AAAI 2026 AT-Field: Rethinking the Games in Adversarial Training AAAI 2026 A Theoretical Analysis of Detecting Large Model-Generated Time Series AAAI 2026 A Theoretical Model for Grit in Pursuing Ambitious Ends AAAI 2026 A Theory-Inspired Framework for Few-Shot Cross-Modal Sketch Person Re-Identification AAAI 2026 A Tight Lower Bound for Non-stochastic Multi-armed Bandits with Expert Advice COLT 2026 ATM: Enhanced Alignment for Text-to-Motion Generation WACV 2026 ATOM: AdapTive and OptiMized dynamic temporal knowledge graph construction using LLMs EACL 2026 ATOM-CBF: Adaptive Safe Perception-Based Control under Out-of-Distribution Measurements L4DC 2026 Atom-level Adaptive Receptive Fields: A Pruning-Based Encoder for 2D Molecular Graphs (Student Abstract) AAAI 2026 A Topological Rewriting of Tarski’s Mereogeometry AAAI 2026 A Transformer and Prototype-based Interpretable Model for Contextual Sarcasm Detection EACL 2026 Attention Retention for Continual Learning with Vision Transformers AAAI 2026 Attentive Keypoint Identification: Progressive Spatiotemporal Refinement for Video-based Human Pose Estimation AAAI 2026 Attribute-Controlled Translation with Preference Optimization EACL 2026 Attribution Analysis-based Concept Alignment: A Human-in-the-loop Data Debugging Framework AAAI 2026 A Two-Timescale Primal-Dual Framework for Reinforcement Learning via Online Dual Variable Guidance JMLR 2026 AudioJudge: Understanding What Works in Large Audio Model Based Speech Evaluation EACL 2026 Audio-Thinker: Guiding Large Audio Language Model When and How to Think via Reinforcement Learning AAAI 2026 Augmentation-invariant Learning Strategy via Data Augmentation for Improving Model Generalization AAAI 2026 Augmented Runtime Collaboration for Self-Organizing Multi-Agent Systems: A Hybrid Bi-Criteria Routing Approach AAAI 2026 Augmenting Intra-Modal Understanding in MLLMs for Robust Multimodal Keyphrase Generation AAAI 2026 Augmenting with NeRFs: Fast Relocalization on Densified Datasets WACV 2026