Multi-Objective Optimization

How to Use the Metropolis Algorithm for Multi-Objective Optimization? AAAI 2024 Interactive Hyperparameter Optimization in Multi-Objective Problems via Preference Learning AAAI 2024 Learning the Pareto Set Under Incomplete Preferences: Pure Exploration in Vector Bandits AISTATS 2024 MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models NeurIPS 2024 MODABS: Multi-Objective Learning for Dynamic Aspect-Based Summarization ACL 2024 Multi-Objective Bayesian Optimization with Active Preference Learning AAAI 2024 Multi-objective Optimization via Wasserstein-Fisher-Rao Gradient Flow AISTATS 2024 On Weak Regret Analysis for Dueling Bandits NeurIPS 2024 Optimal Scalarizations for Sublinear Hypervolume Regret NeurIPS 2024 PA2D-MORL: Pareto Ascent Directional Decomposition Based Multi-Objective Reinforcement Learning AAAI 2024 Panacea: Pareto Alignment via Preference Adaptation for LLMs NeurIPS 2024 Pareto Front-Diverse Batch Multi-Objective Bayesian Optimization AAAI 2024 Pessimistic Off-Policy Multi-Objective Optimization AISTATS 2024 Runtime Analysis of the SMS-EMOA for Many-Objective Optimization AAAI 2024 Scaling Up Pareto Optimization for Tree Structures with Affine Transformations: Evaluating Hybrid Floating Solar-Hydropower Systems in the Amazon AAAI 2024 Sequential learning of the Pareto front for multi-objective bandits AISTATS 2024 Towards Pareto-Efficient RLHF: Paying Attention to a Few High-Reward Samples with Reward Dropout EMNLP 2024 Towards Running Time Analysis of Interactive Multi-Objective Evolutionary Algorithms AAAI 2024 A Proof That Using Crossover Can Guarantee Exponential Speed-Ups in Evolutionary Multi-Objective Optimisation AAAI 2023 Constrained Decision Transformer for Offline Safe Reinforcement Learning ICML 2023 Discovering Many Diverse Solutions with Bayesian Optimization AISTATS 2023 Efficiently Controlling Multiple Risks with Pareto Testing ICLR 2023 Federated Multi-Objective Learning NeurIPS 2023 Heuristic-Search Approaches for the Multi-Objective Shortest-Path Problem: Progress and Research Opportunities IJCAI 2023 Heuristic Search for Multi-Objective Probabilistic Planning AAAI 2023