Multi-Objective Optimization

Pareto Policy Adaptation ICLR 2022 Pareto Policy Pool for Model-based Offline Reinforcement Learning ICLR 2022 Robust Multi-Objective Reinforcement Learning with Dynamic Preferences ACML 2022 Simple Mechanisms for Welfare Maximization in Rich Advertising Auctions NeurIPS 2022 Smart Out-of-Home Advertising Using Artificial Intelligence and GIS Data AAAI 2022 Towards Bidirectional Arbitrary Image Rescaling: Joint Optimization and Cycle Idempotence CVPR 2022 Trust Region Policy Optimization with Optimal Transport Discrepancies: Duality and Algorithm for Continuous Actions NeurIPS 2022 Unsupervised Reinforcement Learning in Multiple Environments AAAI 2022 Using Reinforcement Learning for Operating Educational Campuses Safely during a Pandemic (Student Abstract) AAAI 2022 Visualizing the Relationship Between Encoded Linguistic Information and Task Performance ACL 2022 Accommodating Picky Customers: Regret Bound and Exploration Complexity for Multi-Objective Reinforcement Learning NeurIPS 2021 Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning NeurIPS 2021 A Hierarchical Reinforcement Learning Based Optimization Framework for Large-scale Dynamic Pickup and Delivery Problems NeurIPS 2021 Almost Envy-freeness, Envy-rank, and Nash Social Welfare Matchings AAAI 2021 Composite Adversarial Attacks AAAI 2021 Deep Innovation Protection: Confronting the Credit Assignment Problem in Training Heterogeneous Neural Architectures AAAI 2021 Enhancing E-commerce Recommender System Adaptability with Online Deep Controllable Learning-To-Rank AAAI 2021 Fair and Efficient Allocations with Limited Demands AAAI 2021 Fair and Interpretable Algorithmic Hiring using Evolutionary Many Objective Optimization AAAI 2021 Multi-Objective Submodular Maximization by Regret Ratio Minimization with Theoretical Guarantee AAAI 2021 Offline Constrained Multi-Objective Reinforcement Learning via Pessimistic Dual Value Iteration NeurIPS 2021 Robust Auction Design in the Auto-bidding World NeurIPS 2021 Universal Simultaneous Machine Translation with Mixture-of-Experts Wait-k Policy EMNLP 2021 A Multi-Objective Approach to Mitigate Negative Side Effects IJCAI 2020 A Single Recipe for Online Submodular Maximization with Adversarial or Stochastic Constraints NeurIPS 2020