Optimization

Multi-Surrogate-Objective Optimization for Neural Topic Models EMNLP 2025 MuseGNN: Forming Scalable, Convergent GNN Layers that Minimize a Sampling-Based Energy ICLR 2025 Mutant: Learning Congestion Control from Existing Protocols via Online Reinforcement Learning NSDI 2025 MutantPrompt: Prompt Optimization via Mutation Under a Budget on Modest-sized LMs ACL 2025 Mutual-Taught for Co-adapting Policy and Reward Models ACL 2025 MUZO: Leveraging Multiple Queries and Momentum for Zeroth-Order Fine-Tuning of Large Language Models EMNLP 2025 MWPO: Enhancing LLMs Performance through Multi-Weight Preference Strength and Length Optimization ACL 2025 Nearly-tight Approximation Guarantees for the Improving Multi-Armed Bandits Problem ALT 2025 Near-Optimal Decision Trees in a SPLIT Second ICML 2025 Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles JMLR 2025 Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication Efficiency ICLR 2025 Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form ICLR 2025 Near-Optimal Rates for O(1)-Smooth DP-SCO with a Single Epoch and Large Batches ALT 2025 Needles & Haystacks: Dataset and Benchmark for Domain-Agnostic Image-Based Rigid Slice-to-Volume Registration WACV 2025 NeISF++: Neural Incident Stokes Field for Polarized Inverse Rendering of Conductors and Dielectrics CVPR 2025 Nested-Refinement Metamorphosis: Reflective Evolution for Efficient Optimization of Networking Problems ACL 2025 Nesterov acceleration in benignly non-convex landscapes ICLR 2025 Nesterov Method for Asynchronous Pipeline Parallel Optimization ICML 2025 NetMoE: Accelerating MoE Training through Dynamic Sample Placement ICLR 2025 NETS: A Non-equilibrium Transport Sampler ICML 2025 Neural Approximate Mirror Maps for Constrained Diffusion Models ICLR 2025 Neural at ArchEHR-QA 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering ACL 2025 Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems AAAI 2025 Neural Conjugate Flows: A Physics-Informed Architecture with Flow Structure AAAI 2025 Neural Dueling Bandits: Preference-Based Optimization with Human Feedback ICLR 2025