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83 papers

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Papers

A Multi-Objective Optimization Framework for Adaptive Weighting in Physics-Informed Machine Learning AAAI 2026 Few-for-Many Personalized Federated Learning CVPR 2026 Improved Runtime Guarantees for the SPEA2 Multi-Objective Optimizer AAAI 2026 Multi-Objective Bilevel Learning AAAI 2026 Not Just for Archiving: Provable Benefits of Reusing the Archive in Evolutionary Multi-objective Optimization AAAI 2026 Offline Multi-Objective Bandits: From Logged Data to Pareto-Optimal Policies AAAI 2026 Pareto-Grid-Guided Large Language Models for Fast and High-Quality Heuristics Design in Multi-Objective Combinatorial Optimization AAAI 2026 Superior Runtime Guarantees for the MOEA/D Multi-Objective Optimizer via Weighted-Sum Decomposition AAAI 2026 Towards a Rigorous Understanding of the Population Dynamics of the NSGA-III: Tight Runtime Bounds AAAI 2026 A First Runtime Analysis of NSGA-III on a Many-Objective Multimodal Problem: Provable Exponential Speedup via Stochastic Population Update IJCAI 2025 COS-DPO: Conditioned One-Shot Multi-Objective Fine-Tuning Framework UAI 2025 Efficient Discovery of Pareto Front for Multi-Objective Reinforcement Learning ICLR 2025 How to Find the Exact Pareto Front for Multi-Objective MDPs? ICLR 2025 IOP: An Idempotent-Like Optimization Method on the Pareto Front of Hypernetwork AAAI 2025 Many-Objective Multi-Solution Transport ICLR 2025 MAP: Low-compute Model Merging with Amortized Pareto Fronts via Quadratic Approximation ICLR 2025 MODULI: Unlocking Preference Generalization via Diffusion Models for Offline Multi-Objective Reinforcement Learning ICML 2025 Multi-objective Differentiable Neural Architecture Search ICLR 2025 ParetoFlow: Guided Flows in Multi-Objective Optimization ICLR 2025 Pareto Prompt Optimization ICLR 2025 Pareto Set Learning for Multi-Objective Reinforcement Learning AAAI 2025 Proven Approximation Guarantees in Multi-Objective Optimization: SPEA2 Beats NSGA-II IJCAI 2025 Scalable Speed-ups for the SMS-EMOA from a Simple Aging Strategy IJCAI 2025 Self-Improvement Towards Pareto Optimality: Mitigating Preference Conflicts in Multi-Objective Alignment ACL 2025 Speeding Up the NSGA-II with a Simple Tie-Breaking Rule AAAI 2025