Optimization

Compressing tree ensembles through Level-wise Optimization and Pruning ICML 2025 Compute-Constrained Data Selection ICLR 2025 Computing Optimal Regularizers for Online Linear Optimization COLT 2025 ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning EMNLP 2025 ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models EMNLP 2025 CondenseLM: LLMs-driven Text Dataset Condensation via Reward Matching EMNLP 2025 Conditional Multi-Stage Failure Recovery for Embodied Agents ACL 2025 Confidence-Aware Reasoning: Optimizing Self-Guided Thinking Trajectories in Large Reasoning Models EMNLP 2025 Confidence Difference Reflects Various Supervised Signals in Confidence-Difference Classification ICML 2025 ConFIG: Towards Conflict-free Training of Physics Informed Neural Networks ICLR 2025 ConfPO: Exploiting Policy Model Confidence for Critical Token Selection in Preference Optimization ICML 2025 CONGO: Compressive Online Gradient Optimization ICLR 2025 Consensus Based Stochastic Optimal Control ICML 2025 Consistency-Aware Online Multi-Objective Alignment for Related Search Query Generation ACL 2025 Consistency Models Made Easy ICLR 2025 ConsNoTrainLoRA: Data-driven Weight Initialization of Low-rank Adapters using Constraints ICCV 2025 Constant Stepsize Local GD for Logistic Regression: Acceleration by Instability ICML 2025 Constrained Fair and Efficient Allocations AAAI 2025 Constrained Generative Modeling with Manually Bridged Diffusion Models AAAI 2025 Constrained Offline Black-Box Optimization via Risk Evaluation and Management AAAI 2025 Constrained Pareto Set Identification with Bandit Feedback ICML 2025 Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design IJCAI 2025 Constrained Sequential Inference in Machine Learning Using Constraint Programming IJCAI 2025 Constrained Style Learning from Imperfect Demonstrations under Task Optimality CoRL 2025 Constraint-Aware Diffusion Guidance for Robotics: Real-Time Obstacle Avoidance for Autonomous Racing CoRL 2025