Optimization

AMoPO: Adaptive Multi-objective Preference Optimization without Reward Models and Reference Models ACL 2025 Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time Series ICLR 2025 Amphista: Bi-directional Multi-head Decoding for Accelerating LLM Inference NAACL 2025 AMPO: Active Multi Preference Optimization for Self-play Preference Selection ICML 2025 Amulet: ReAlignment During Test Time for Personalized Preference Adaptation of LLMs ICLR 2025 A Multi-Granularity Clustering Approach for Federated Backdoor Defense with the Adam Optimizer IJCAI 2025 A Multi-Power Law for Loss Curve Prediction Across Learning Rate Schedules ICLR 2025 An Adaptive Parameter-free and Projection-free Restarting Level Set Method for Constrained Convex Optimization Under the Error Bound Condition JMLR 2025 AnalogGenie-Lite: Enhancing Scalability and Precision in Circuit Topology Discovery through Lightweight Graph Modeling ICML 2025 Analytical Integral Global Optimization L4DC 2025 Analyzing and Mitigating Inconsistency in Discrete Speech Tokens for Neural Codec Language Models ACL 2025 An Architecture Search Framework for Inference-Time Techniques ICML 2025 An Asymptotically Optimal Approximation Algorithm for Multiobjective Submodular Maximization at Scale ICML 2025 An Asymptotically Optimal Coordinate Descent Algorithm for Learning Bayesian Networks from Gaussian Models JMLR 2025 An Asynchronous Bundle Method for Distributed Learning Problems ICLR 2025 A Near Linear Query Lower Bound for Submodular Maximization ICML 2025 A Near-Optimal Single-Loop Stochastic Algorithm for Convex Finite-Sum Coupled Compositional Optimization ICML 2025 An Efficient and Precise Training Data Construction Framework for Process-supervised Reward Model in Mathematical Reasoning ACL 2025 An Efficient Core-Guided Solver for Weighted Partial MaxSAT IJCAI 2025 An Efficient Pruner for Large Language Model with Theoretical Guarantee ICML 2025 An Elite-guided Weighted Simulated Annealing Algorithm for the Clique Partitioning Problem AAAI 2025 An Empirical Study of Iterative Refinements for Non-autoregressive Translation ACL 2025 An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025 An Empirical Study of Position Bias in Modern Information Retrieval EMNLP 2025 An End-to-End Model for Logits-Based Large Language Models Watermarking ICML 2025