Bilevel Optimization

BiEvLight: Bi-level Learning of Task-Aware Event Refinement for Low-Light Image Enhancement CVPR 2026 BiPA: Bilevel Prompt Adaptation for Underwater Instance Segmentation CVPR 2026 BiProLoRA: Bilevel Prompt LoRA for Real Scene Recovery CVPR 2026 Differentially Private Bilevel Optimization ALT 2026 Immunizing Models Against Harmful Long-Horizon Fine-Tuning via Contractive Optimization Dynamics CVPR 2026 Information-Theoretic Bayesian Optimization for Bilevel Optimization Problems UAI 2026 Learning to Solve Constrained Bilevel Control Co-Design Problems L4DC 2026 SOCIA-EVO: Automated Simulator Construction via Dual-Anchored Bi-Level Optimization ACL 2026 Bilevel Reinforcement Learning via the Development of Hyper-gradient without Lower-Level Convexity AISTATS 2025 DPFL: Decentralized Personalized Federated Learning AISTATS 2025 DUET: Decentralized Bilevel Optimization without Lower-Level Strong Convexity ICLR 2025 Imperative MPC: An End-to-End Self-Supervised Learning with Differentiable MPC for UAV Attitude Control L4DC 2025 Koopman Based Trajectory Optimization with Mixed Boundaries L4DC 2025 qNBO: quasi-Newton Meets Bilevel Optimization ICLR 2025 UTILITY: Utilizing Explainable Reinforcement Learning to Improve Reinforcement Learning ICLR 2025 Value-aligned Behavior Cloning for Offline Reinforcement Learning via Bi-level Optimization ICLR 2025 Constrained Bi-Level Optimization: Proximal Lagrangian Value Function Approach and Hessian-free Algorithm ICLR 2024 Convergence of Bayesian Bilevel Optimization ICLR 2024 Dropout Enhanced Bilevel Training ICLR 2024 Functionally Constrained Algorithm Solves Convex Simple Bilevel Problem NeurIPS 2024 Learning No-Regret Sparse Generalized Linear Models with Varying Observation(s) ICLR 2024 Learning to Rank for Active Learning via Multi-Task Bilevel Optimization UAI 2024 Offline Reward Perturbation Boosts Distributional Shift in Online RL UAI 2024 On Finding Small Hyper-Gradients in Bilevel Optimization: Hardness Results and Improved Analysis COLT 2024 On Penalty Methods for Nonconvex Bilevel Optimization and First-Order Stochastic Approximation ICLR 2024