Optimization

CodeTool: Enhancing Programmatic Tool Invocation of LLMs via Process Supervision ACL 2025 Co-Dream: Collaborative Dream Synthesis over Decentralized Models AAAI 2025 CoffeeBoost: Gradient Boosting Native Conformal Inference for Bayesian Optimization AAAI 2025 COFlowNet: Conservative Constraints on Flows Enable High-Quality Candidate Generation ICLR 2025 Coherence-based Approximate Derivatives via Web of Affine Spaces Optimization RSS 2025 COKE: Core Kernel for More Efficient Approximation of Kernel Weights in Multiple Kernel Clustering ICML 2025 Cold Starts and Hard Cases: A Two-Stage SFT-RLVR Approach for Legal Machine Translation (Just-NLP L-MT shared task) AACL 2025 Collab: Controlled Decoding using Mixture of Agents for LLM Alignment ICLR 2025 Collaborative Discrete-Continuous Black-Box Prompt Learning for Language Models ICLR 2025 Collaborative Tree Search for Enhancing Embodied Multi-Agent Collaboration CVPR 2025 Collapse or Thrive: Perils and Promises of Synthetic Data in a Self-Generating World ICML 2025 Column-Oriented Datalog on the GPU AAAI 2025 Combatting Dimensional Collapse in LLM Pre-Training Data via Submodular File Selection ICLR 2025 Combining Constrained and Unconstrained Decoding via Boosting: BoostCD and Its Application to Information Extraction EMNLP 2025 CoMBO: Conflict Mitigation via Branched Optimization for Class Incremental Segmentation CVPR 2025 Commitment to Sparse Strategies in Two-Player Games AAAI 2025 Commute Graph Neural Networks ICML 2025 CompAct: Compressed Activations for Memory-Efficient LLM Training NAACL 2025 Comparing Bad Apples to Good Oranges Aligning Large Language Models via Joint Preference Optimization ACL 2025 Comparing Few to Rank Many: Active Human Preference Learning Using Randomized Frank-Wolfe Method ICML 2025 Complementarity-Free Multi-Contact Modeling and Optimization for Dexterous Manipulation RSS 2025 Complexity Lower Bounds of Adaptive Gradient Algorithms for Non-convex Stochastic Optimization under Relaxed Smoothness ICLR 2025 Compositional Targeted Multi-Label Universal Perturbations CVPR 2025 Compound AI Systems Optimization: A Survey of Methods, Challenges, and Future Directions EMNLP 2025 Compressing Streamable Free-Viewpoint Videos to 0.1 MB per Frame AAAI 2025