multi-objective optimization
An optimization paradigm that simultaneously considers multiple conflicting objectives, often leading to trade-offs and the identification of Pareto optimal solutions.
- AgentBreeder: Mitigating the AI Safety Risks of Multi-Agent Scaffolds via Self-Improvement
- Amortized Active Generation of Pareto Sets
- ConStellaration: A dataset of QI-like stellarator plasma boundaries and optimization benchmarks
- Continual Model Merging without Data: Dual Projections for Balancing Stability and Plasticity
- Covering Multiple Objectives with a Small Set of Solutions Using Bayesian Optimization
- Efficient Utility-Preserving Machine Unlearning with Implicit Gradient Surgery
- FSEO: Few-Shot Evolutionary Optimization via Meta-Learning for Expensive Multi-Objective Optimization
- Imitation Beyond Expectation Using Pluralistic Stochastic Dominance
- LC-Opt: Benchmarking Reinforcement Learning and Agentic AI for End-to-End Liquid Cooling Optimization in Data Centers
- Learning to Watermark: A Selective Watermarking Framework for Large Language Models via Multi-Objective Optimization
- MOBO-OSD: Batch Multi-Objective Bayesian Optimization via Orthogonal Search Directions
- MetaBox-v2: A Unified Benchmark Platform for Meta-Black-Box Optimization
- Multi-Objective Hyperparameter Selection via Hypothesis Testing on Reliability Graphs
- Multi-Objective One-Shot Pruning for Large Language Models
- Neural Evolution Strategy for Black-box Pareto Set Learning
- Objective Soups: Multilingual Multi-Task Modeling for Speech Processing
- Preference Optimization on Pareto Sets: On a Theory of Multi-Objective Optimization
- Preference-Guided Diffusion for Multi-Objective Offline Optimization
- RepGuard: Adaptive Feature Decoupling for Robust Backdoor Defense in Large Language Models
- Rethinking Entropy in Test-Time Adaptation: The Missing Piece from Energy Duality
- TS-MOF: Two-Stage Multi-Objective Fine-tuning for Long-Tailed Recognition
- Uncertainty-Aware Multi-Objective Reinforcement Learning-Guided Diffusion Models for 3D De Novo Molecular Design