Multi-Objective Optimization

Human Assisted Learning by Evolutionary Multi-Objective Optimization AAAI 2023 Hypervolume Maximization: A Geometric View of Pareto Set Learning NeurIPS 2023 InstOptima: Evolutionary Multi-objective Instruction Optimization via Large Language Model-based Instruction Operators EMNLP 2023 Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Approach ICLR 2023 Multi-Objective GFlowNets ICML 2023 Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement NeurIPS 2023 Optimizing Multiple Simultaneous Objectives for Voting and Facility Location AAAI 2023 Pareto Regret Analyses in Multi-objective Multi-armed Bandit ICML 2023 {PF}$^2$ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization AISTATS 2023 Reinforcement Learning for Joint Optimization of Multiple Rewards JMLR 2023 Rigorous Runtime Analysis of MOEA/D for Solving Multi-Objective Minimum Weight Base Problems NeurIPS 2023 Vector Optimization with Stochastic Bandit Feedback AISTATS 2023 A Multi-objective / Multi-task Learning Framework Induced by Pareto Stationarity ICML 2022 Factorizing Content and Budget Decisions in Abstractive Summarization of Long Documents EMNLP 2022 Finding Good Configurations of Planar Primitives in Unorganized Point Clouds CVPR 2022 Graph Learning Assisted Multi-Objective Integer Programming NeurIPS 2022 Lexicographic Multi-Objective Reinforcement Learning IJCAI 2022 Multi-objective Deep Data Generation with Correlated Property Control NeurIPS 2022 Non-monotonic Resource Utilization in the Bandits with Knapsacks Problem NeurIPS 2022 Pareto Optimal Model Selection in Linear Bandits AISTATS 2022 Pareto Set Learning for Expensive Multi-Objective Optimization NeurIPS 2022 Pareto Set Learning for Neural Multi-Objective Combinatorial Optimization ICLR 2022 Robustness in Multi-Objective Submodular Optimization: a Quantile Approach ICML 2022 Smart Out-of-Home Advertising Using Artificial Intelligence and GIS Data AAAI 2022 Using Reinforcement Learning for Operating Educational Campuses Safely during a Pandemic (Student Abstract) AAAI 2022