Multi-Objective Optimization

Flexible Budgets in Restless Bandits: A Primal-Dual Algorithm for Efficient Budget Allocation AAAI 2023 Gradient-Adaptive Pareto Optimization for Constrained Reinforcement Learning AAAI 2023 Hypervolume Maximization: A Geometric View of Pareto Set Learning NeurIPS 2023 Injecting Multimodal Information into Rigid Protein Docking via Bi-level Optimization NeurIPS 2023 InstOptima: Evolutionary Multi-objective Instruction Optimization via Large Language Model-based Instruction Operators EMNLP 2023 Monte Carlo Thought Search: Large Language Model Querying for Complex Scientific Reasoning in Catalyst Design EMNLP 2023 Multi-Objective GFlowNets ICML 2023 Multi-Objective Reinforcement Learning: Convexity, Stationarity and Pareto Optimality ICLR 2023 One-Shot Model for Mixed-Precision Quantization CVPR 2023 On the Pareto Front of Multilingual Neural Machine Translation NeurIPS 2023 PD-MORL: Preference-Driven Multi-Objective Reinforcement Learning Algorithm ICLR 2023 Q-Pensieve: Boosting Sample Efficiency of Multi-Objective RL Through Memory Sharing of Q-Snapshots ICLR 2023 Revisiting Scalarization in Multi-Task Learning: A Theoretical Perspective NeurIPS 2023 Scaling Pareto-Efficient Decision Making via Offline Multi-Objective RL ICLR 2023 Towards Being Parameter-Efficient: A Stratified Sparsely Activated Transformer with Dynamic Capacity EMNLP 2023 Towards Higher Pareto Frontier in Multilingual Machine Translation ACL 2023 Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning NeurIPS 2022 An Online Learning Approach to Sequential User-Centric Selection Problems AAAI 2022 Improved Maximin Guarantees for Subadditive and Fractionally Subadditive Fair Allocation Problem AAAI 2022 Joint Entropy Search for Multi-Objective Bayesian Optimization NeurIPS 2022 Lexicographic Multi-Objective Reinforcement Learning IJCAI 2022 Multi-objective Deep Data Generation with Correlated Property Control NeurIPS 2022 Multi-Objective Deep Learning with Adaptive Reference Vectors NeurIPS 2022 Online Minimax Multiobjective Optimization: Multicalibeating and Other Applications NeurIPS 2022 On the Convergence of Stochastic Multi-Objective Gradient Manipulation and Beyond NeurIPS 2022