Multi-Objective Optimization

Dynamic Generation of Multi LLM Agents Communication Topologies with Graph Diffusion Models ACL 2026 FLARE: Fine-Grained Length-Aware Routing for Resource-Efficient Heterogeneous LLM Serving ACL 2026 Interactive Multi-Objective Probabilistic Preference Learning with Soft and Hard Bounds UAI 2026 Kareus: Joint Reduction of Dynamic and Static Energy in Large Model Training OSDI 2026 On the Feasibility of Fréchet Radiomic Distance–Constrained Adversarial Examples in Medical Imaging: Methods and Trade-offs MIDL 2026 Pareto-Optimal Probabilistic Explanations: Balancing Cognitive Constraints and User Preferences UAI 2026 A Trajectory-Based Bayesian Approach to Multi-Objective Hyperparameter Optimization with Epoch-Aware Trade-Offs UAI 2025 Balanced Adaptive Subspace Collaboration for Mixed Pareto-Lexicographic Multi-Objective Problems with Priority Levels AAAI 2025 Boundary Decomposition for Finding Nadir Objective Vector in Multi-Objective Discrete Optimization AAAI 2025 COM-BOM: Bayesian Exemplar Search for Efficiently Exploring the Accuracy-Calibration Pareto Frontier EMNLP 2025 Computing Circuits Optimization via Model-Based Circuit Genetic Evolution ICLR 2025 Conflict-Averse Gradient Aggregation for Constrained Multi-Objective Reinforcement Learning ICLR 2025 Consistency-Aware Online Multi-Objective Alignment for Related Search Query Generation ACL 2025 Constraint-aware Pareto Optimization for Tree-Structured Networks: Addressing Decarbonization Targets with Hydropower Expansion AAAI 2025 Expected Hypervolume Improvement Is a Particular Hypervolume Improvement AAAI 2025 Few for Many: Tchebycheff Set Scalarization for Many-Objective Optimization ICLR 2025 GenAuction: A Generative Auction for Online Advertising AAAI 2025 Gradient-Adaptive Policy Optimization: Towards Multi-Objective Alignment of Large Language Models ACL 2025 How to Find the Exact Pareto Front for Multi-Objective MDPs? ICLR 2025 Interpretable Solutions for Multi-Physics PDEs Using T-NNGP AAAI 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 Learning Pareto manifolds in high dimensions: How can regularization help? AISTATS 2025 MAP: Low-compute Model Merging with Amortized Pareto Fronts via Quadratic Approximation ICLR 2025 M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling AISTATS 2025