Multi-Objective Optimization

Gradient-Adaptive Policy Optimization: Towards Multi-Objective Alignment of Large Language Models ACL 2025 IOP: An Idempotent-Like Optimization Method on the Pareto Front of Hypernetwork AAAI 2025 Joint Gradient Balancing for Data Ordering in Finite-Sum Multi-Objective Optimization ICLR 2025 K-order Ranking Preference Optimization for Large Language Models ACL 2025 Learning Pareto manifolds in high dimensions: How can regularization help? AISTATS 2025 Learning the Pareto Front Using Bootstrapped Observation Samples AISTATS 2025 MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework CVPR 2025 Multi-objective Differentiable Neural Architecture Search ICLR 2025 Multi-Objective Evolution of Heuristic Using Large Language Model AAAI 2025 Multi-Objective Molecular Design Through Learning Latent Pareto Set AAAI 2025 Multiple Trade-offs: An Improved Approach for Lexicographic Linear Bandits AAAI 2025 Multi-Surrogate-Objective Optimization for Neural Topic Models EMNLP 2025 On Generalization Across Environments In Multi-Objective Reinforcement Learning ICLR 2025 Pareto Continual Learning: Preference-Conditioned Learning and Adaption for Dynamic Stability-Plasticity Trade-off AAAI 2025 Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences ICLR 2025 Pareto Set Identification With Posterior Sampling AISTATS 2025 Pareto Set Learning for Multi-Objective Reinforcement Learning AAAI 2025 POI Recommendation via Multi-Objective Adversarial Imitation Learning AAAI 2025 Proportionally Fair Makespan Approximation AAAI 2025 PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization AAAI 2025 qPOTS: Efficient Batch Multiobjective Bayesian Optimization via Pareto Optimal Thompson Sampling AISTATS 2025 Reducing Leximin Fairness to Utilitarian Optimization AAAI 2025 Reward Dimension Reduction for Scalable Multi-Objective Reinforcement Learning ICLR 2025 Robust Multi-Objective Preference Alignment with Online DPO AAAI 2025 Scaling Combinatorial Optimization Neural Improvement Heuristics with Online Search and Adaptation AAAI 2025