Machine Learning

Efficiently Computing Compact Formal Explanations AAAI 2026 Efficiently Enhancing Long-term Series Forecasting via Adaptive Lookback with Wavelets AAAI 2026 Efficiently Seeking Flat Minima for Better Generalization in Fine-Tuning Large Language Models and Beyond AAAI 2026 Efficient Model Specialization via Training-time and Test-time Adaptation AAAI 2026 EfficientMonoHair: Fast Strand-Level Reconstruction from Monocular Video via Multi-View Direction Fusion CVPR 2026 Efficient Multimodal Large Language Model via Dynamic KV Cache Quantization AAAI 2026 Efficient Opportunistic Approachability ALT 2026 Efficient Plug-and-Play Weight Refinement for Sparse Large Models AAAI 2026 Efficient Post-Training Refinement of Latent Reasoning in Large Language Models AAAI 2026 Efficient Preference Alignment via Pareto Exploration (Student Abstract) AAAI 2026 Efficient Protein Optimization via Structure-aware Hamiltonian Dynamics AAAI 2026 Efficient Q-Learning and Actor–Critic Methods for Robust Average-Reward Reinforcement Learning. UAI 2026 Efficient Reasoning for Large Reasoning Language Models via Certainty-Guided Reflection Suppression AAAI 2026 Efficient Reinforcement Learning for Zero-Shot Coordination in Evolving Games AAAI 2026 Efficient Robot Learning from Diverse Data AAAI 2026 Efficient Rule Induction by Ignoring Pointless Rules AAAI 2026 Efficient Sampling with Discrete Diffusion Models: Sharp and Adaptive Guarantees COLT 2026 Efficient, Secure, Differentially Private Deep Learning in the Two-Server Model AAAI 2026 Efficient Segmentation with Multimodal Large Language Model via Token Routing AAAI 2026 Efficient Solution and Learning of Robust Factored MDPs AAAI 2026 Efficient State and Parameter Estimation of Nonlinear State-Space Models through Probabilistic Optimal Control L4DC 2026 Efficient Swap Multicalibration of Elicitable Properties COLT 2026 Efficient Switchable Safety Control in LLMs via Magic-Token-Guided Co-Training AAAI 2026 Efficient Tensorized Multi-View Anchor Graph Clustering with Affinity Propagation for Remote Sensing Data AAAI 2026 Efficient Text-Guided Convolutional Adapter for the Diffusion Model WACV 2026