Machine Learning

Lost in Benchmarks? Rethinking Large Language Model Benchmarking with Item Response Theory AAAI 2026 Low-Degree Method Fails to Predict Robust Subspace Recovery COLT 2026 Low-Rank Curvature for Zeroth-Order Optimization in LLM Fine-tuning AAAI 2026 Low-Rank Expert Merging for Multi-Source Domain Adaptation in Person Re-Identification WACV 2026 LPPG-RL: Lexicographically Projected Policy Gradient Reinforcement Learning with Subproblem Exploration AAAI 2026 LR-AdaInSeg:Adaptive Instance Segmentation of Incomplete 3D Scenes Driven by Low-Rank Networks AAAI 2026 LSHFed: Robust and Communication-Efficient Federated Learning with Locally-Sensitive Hashing Gradient Mapping AAAI 2026 LST at MWE-2026 AdMIRe 2: Advancing Multimodal Idiomaticity Representation EACL 2026 LUMIN: A Longitudinal Multi-modal Knowledge Decomposition Network for Predicting Breast Cancer Recurrence AAAI 2026 Luring as a Proxy: Evaluating Corpus Transferability for Cybergrooming Detection ACL 2026 Luth: Efficient French Specialization for Small Language Models and Cross-Lingual Transfer EACL 2026 LVM-Lite: Training Large Vision Models with Efficient Sequential Modeling WACV 2026 LWGANet: Addressing Spatial and Channel Redundancy in Remote Sensing Visual Tasks with Light-Weight Grouped Attention AAAI 2026 Lyapunov-Based Sample Complexity Analysis for Weakly-Coupled MDPs (extended abstract) COLT 2026 M2FMoE: Multi-Resolution Multi-View Frequency Mixture-of-Experts for Extreme-Adaptive Time Series Forecasting AAAI 2026 M2I2: Learning Efficient Multi-Agent Communication via Masked State Modeling and Intention Inference AAAI 2026 M²VAE: Multi-Modal Multi-View Variational Autoencoder for Cold-start Item Recommendation AAAI 2026 M3Time: LLM-Enhanced Multi-Modal, Multi-Scale, and Multi-Frequency Multivariate Time Series Forecasting AAAI 2026 Maastricht University at AMIYA: Adapting LLMs for Dialectal Arabic using Fine-tuning and MBR Decoding EACL 2026 MAB-DQA: Addressing Query Aspect Importance in Document Question Answering with Multi-Armed Bandits ACL 2026 Machine Learning for Sustainable Rice Production: Region-Scale Monitoring of Water-Saving Practices in Punjab, India AAAI 2026 Machine Pareidolia: Protecting Facial Image with Emotional Editing AAAI 2026 Machine Unlearning via Adaptive Gradient Reweighting and Multi-stage Objective Optimization CVPR 2026 MACoT: Synthesizing Chains of Thought for Small Models via Multi-Agent Collaboration AAAI 2026 MacPrompt: Maraconic-Guided Jailbreak Against Text-to-Image Models AAAI 2026