Multi-Objective Optimization

MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework CVPR 2025 Multi-Surrogate-Objective Optimization for Neural Topic Models EMNLP 2025 Pareto Prompt Optimization ICLR 2025 Pareto Set Learning for Multi-Objective Reinforcement Learning AAAI 2025 Preference Elicitation for Multi-objective Combinatorial Optimization with Active Learning and Maximum Likelihood Estimation IJCAI 2025 Proven Approximation Guarantees in Multi-Objective Optimization: SPEA2 Beats NSGA-II IJCAI 2025 PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization AAAI 2025 qPOTS: Efficient Batch Multiobjective Bayesian Optimization via Pareto Optimal Thompson Sampling AISTATS 2025 Rethinking Neural Multi-Objective Combinatorial Optimization via Neat Weight Embedding ICLR 2025 Runtime Analysis for Multi-Objective Evolutionary Algorithms in Unbounded Integer Spaces AAAI 2025 Self-Improvement Towards Pareto Optimality: Mitigating Preference Conflicts in Multi-Objective Alignment ACL 2025 Speeding Up the NSGA-II with a Simple Tie-Breaking Rule AAAI 2025 STIMULUS: Achieving Fast Convergence and Low Sample Complexity in Stochastic Multi-Objective Learning UAI 2025 Stochastic Gradient Descent for Bézier Simplex Representation of Pareto Set in Multi-Objective Optimization AISTATS 2025 Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves AAAI 2025 Unlocking Decoding-time Controllability: Gradient-Free Multi-Objective Alignment with Contrastive Prompts NAACL 2025 User Preference Meets Pareto-Optimality in Multi-Objective Bayesian Optimization AAAI 2025 Adaptive Stochastic Gradient Algorithm for Black-box Multi-Objective Learning ICLR 2024 An Analytical Study of Utility Functions in Multi-Objective Reinforcement Learning NeurIPS 2024 Boundary Decomposition for Nadir Objective Vector Estimation NeurIPS 2024 Fairness-Aware Estimation of Graphical Models NeurIPS 2024 FairTrade: Achieving Pareto-Optimal Trade-Offs between Balanced Accuracy and Fairness in Federated Learning AAAI 2024 Feedback-Based Adaptive Crossover-Rate in Evolutionary Computation IJCAI 2024 Global Rewards in Restless Multi-Armed Bandits NeurIPS 2024 Hierarchize Pareto Dominance in Multi-Objective Stochastic Linear Bandits AAAI 2024