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Multi-Objective Optimization

122 directly classified papers

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Papers

Speeding Up the NSGA-II with a Simple Tie-Breaking Rule AAAI 2025
Constraint-aware Pareto Optimization for Tree-Structured Networks: Addressing Decarbonization Targets with Hydropower Expansion AAAI 2025
Multi-Surrogate-Objective Optimization for Neural Topic Models EMNLP 2025
Runtime Analysis for Multi-Objective Evolutionary Algorithms in Unbounded Integer Spaces AAAI 2025
Gradient-Adaptive Policy Optimization: Towards Multi-Objective Alignment of Large Language Models ACL 2025
Balanced Adaptive Subspace Collaboration for Mixed Pareto-Lexicographic Multi-Objective Problems with Priority Levels AAAI 2025
Preference Elicitation for Multi-objective Combinatorial Optimization with Active Learning and Maximum Likelihood Estimation IJCAI 2025
Expected Hypervolume Improvement Is a Particular Hypervolume Improvement AAAI 2025
User Preference Meets Pareto-Optimality in Multi-Objective Bayesian Optimization AAAI 2025
Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves AAAI 2025
Boundary Decomposition for Finding Nadir Objective Vector in Multi-Objective Discrete Optimization AAAI 2025
COM-BOM: Bayesian Exemplar Search for Efficiently Exploring the Accuracy-Calibration Pareto Frontier EMNLP 2025
Self-Improvement Towards Pareto Optimality: Mitigating Preference Conflicts in Multi-Objective Alignment ACL 2025
Consistency-Aware Online Multi-Objective Alignment for Related Search Query Generation ACL 2025
MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework CVPR 2025
Proven Approximation Guarantees in Multi-Objective Optimization: SPEA2 Beats NSGA-II IJCAI 2025
Unlocking Decoding-time Controllability: Gradient-Free Multi-Objective Alignment with Contrastive Prompts NAACL 2025
GenAuction: A Generative Auction for Online Advertising AAAI 2025
Interpretable Solutions for Multi-Physics PDEs Using T-NNGP AAAI 2025
Pareto Set Learning for Multi-Objective Reinforcement Learning AAAI 2025
IOP: An Idempotent-Like Optimization Method on the Pareto Front of Hypernetwork AAAI 2025
PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization AAAI 2025
Hierarchize Pareto Dominance in Multi-Objective Stochastic Linear Bandits AAAI 2024
Towards Running Time Analysis of Interactive Multi-Objective Evolutionary Algorithms AAAI 2024
Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization AAAI 2024