Optimization

Efficient Distributed Optimization under Heavy-Tailed Noise ICML 2025 Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets ICLR 2025 Efficient Domain Continual pretraining by Mitigating the Stability Gap ACL 2025 Efficient Dynamic Graphs Learning with Refined Batch Parallel Training IJCAI 2025 Efficient Evolutionary Search Over Chemical Space with Large Language Models ICLR 2025 Efficient First-Order Optimization on the Pareto Set for Multi-Objective Learning under Preference Guidance ICML 2025 Efficient Graph Bandit Learning with Side-Observations and Switching Constraints AAAI 2025 Efficient Hierarchical Any-Angle Path Planning on Multi-Resolution 3D Grids RSS 2025 Efficient Inference for Large Language Model-based Generative Recommendation ICLR 2025 Efficient Low-Bit Quantization with Adaptive Scales for Multi-Task Co-Training ICLR 2025 Efficiently Access Diffusion Fisher: Within the Outer Product Span Space ICML 2025 Efficiently Enhancing Long-term Series Forecasting via Ultra-long Lookback Windows AAAI 2025 Efficiently Escaping Saddle Points for Policy Optimization UAI 2025 Efficiently Escaping Saddle Points in Bilevel Optimization JMLR 2025 Efficiently learning and sampling multimodal distributions with data-based initialization COLT 2025 Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025 Efficient Methods for Non-stationary Online Learning JMLR 2025 Efficient Multivariate Robust Mean Estimation Under Mean-Shift Contamination ICML 2025 Efficient Near-Optimal Algorithm for Online Shortest Paths in Directed Acyclic Graphs with Bandit Feedback Against Adaptive Adversaries COLT 2025 Efficient Noise Calculation in Deep Learning-based MRI Reconstructions ICML 2025 Efficient Online Prediction for High-Dimensional Time Series via Joint Tensor Tucker Decomposition JMLR 2025 Efficient Online Reinforcement Learning for Diffusion Policy ICML 2025 Efficient Optimization with Orthogonality Constraint: a Randomized Riemannian Submanifold Method ICML 2025 Efficient Pretraining Data Selection for Language Models via Multi-Actor Collaboration ACL 2025 Efficient Real-time Refinement of Language Model Text Generation EMNLP 2025