Machine Learning

Benchmarking LLMs’ Mathematical Reasoning with Unseen Random Variables Questions AAAI 2026 Benchmarking the Energy Savings with Speculative Decoding Strategies EACL 2026 Benign Overfitting with Quantum Kernels UAI 2026 BERT, are you paying attention? Attention regularization with human-annotated rationales EACL 2026 Best Arm Identification with Biased Contexts AAAI 2026 Best Arm Identification with Minimal Regret JMLR 2026 Best-Effort Policies for Robust Markov Decision Processes AAAI 2026 Better as Generators Than Classifiers: Leveraging LLMs and Synthetic Data for Low-Resource Multilingual Classification EACL 2026 Better Datasets Start from RefineLab: Automatic Optimization for High-Quality Dataset Refinement AAAI 2026 Better Generalizing to Unseen Concepts: An Evaluation Framework and An LLM-Based Auto-Labeled Pipeline for Biomedical Concept Recognition EACL 2026 Better Matching, Less Forgetting: A Quality-Guided Matcher for Transformer-based Incremental Object Detection AAAI 2026 Better Safe Than Sorry? Overreaction Problem of Vision Language Models in Visual Emergency Recognition WACV 2026 Beware of Hinges in Proximal Variables Regression: Adjusting for Colliding-Mediators with Nuisance PV CLeaR 2026 Beyond Accuracy: A Cognitive Load Framework for Mapping the Capability Boundaries of Tool-use Agents AAAI 2026 Beyond Accuracy: Alignment and Error Detection across Languages in the Bi-GSM8K Math-Teaching Benchmark EACL 2026 Beyond Adapter Retrieval: Latent Geometry-Preserving Composition via Sparse Task Projection AAAI 2026 Beyond a Single Extractor: Re-thinking HTML-to-Text Extraction for LLM Pre-training EACL 2026 Beyond Bias Scores: Unmasking Vacuous Neutrality in Small Language Models EACL 2026 Beyond Binary Classification: A Semi-supervised Approach to Generalized AI-generated Image Detection AAAI 2026 Beyond Binary Erasure: Soft-Weighted Unlearning for Fairness and Robustness AAAI 2026 Beyond Boundaries: Leveraging Vision Foundation Models for Source-Free Object Detection AAAI 2026 Beyond Coherence: Improving Temporal Consistency and Interpretability in Dynamic Topic Models EACL 2026 Beyond Content: A Comprehensive Speech Toxicity Dataset and Detection Framework Incorporating Paralinguistic Cues AAAI 2026 Beyond Cosine Similarity: Magnitude-Aware CLIP for No-Reference Image Quality Assessment AAAI 2026 Beyond Discrepancy: A Closer Look at the Theory of Distribution Shift ALT 2026