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bilevel optimization

194 papers

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Also known as

BO

Co-occurring keywords

stochastic optimization (1060) hyperparameter optimization (406) neural network (6616) gradient descent (1144) reinforcement learning (4352) federated learning (1333) convergence rate (607) implicit differentiation (45) hypergradient estimation (8) variance reduction (523)

Papers

Riemannian Bilevel Optimization JMLR 2025
Path-Adaptive Matting for Efficient Inference Under Various Computational Cost Constraints AAAI 2025
Convergence Rate in a Nonlinear Two-Time-Scale Stochastic Approximation with State (Time)-Dependence AAAI 2025
DORM: Preference Data Weights Optimization for Reward Modeling in LLM Alignment EMNLP 2025
Data Summarization via Bilevel Optimization JMLR 2024
Meta-Reinforcement Learning with Universal Policy Adaptation: Provable Near-Optimality under All-task Optimum Comparator NIPS 2024
CoBo: Collaborative Learning via Bilevel Optimization NIPS 2024
SPARKLE: A Unified Single-Loop Primal-Dual Framework for Decentralized Bilevel Optimization NIPS 2024
An Accelerated Gradient Method for Convex Smooth Simple Bilevel Optimization NIPS 2024
Robust Beamforming for Downlink Multi-Cell Systems: A Bilevel Optimization Perspective AAAI 2024
UnSeg: One Universal Unlearnable Example Generator is Enough against All Image Segmentation NIPS 2024
Functionally Constrained Algorithm Solves Convex Simple Bilevel Problem NIPS 2024
Automated Design of Affine Maximizer Mechanisms in Dynamic Settings AAAI 2024
Lower Bounds of Uniform Stability in Gradient-Based Bilevel Algorithms for Hyperparameter Optimization NIPS 2024
Memory-Efficient Gradient Unrolling for Large-Scale Bi-level Optimization NIPS 2024
Enhancing Hypergradients Estimation: A Study of Preconditioning and Reparameterization AISTATS 2024
First-Order Minimax Bilevel Optimization NIPS 2024
Functional Bilevel Optimization for Machine Learning NIPS 2024
Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient Methods AISTATS 2024
Optimal Algorithms for Stochastic Bilevel Optimization under Relaxed Smoothness Conditions JMLR 2024
An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness NIPS 2024
Enhancing Neural Radiance Fields with Adaptive Multi-Exposure Fusion: A Bilevel Optimization Approach for Novel View Synthesis AAAI 2024
HypBO: Accelerating Black-Box Scientific Experiments Using Experts’ Hypotheses IJCAI 2024
Advancing Generalized Transfer Attack with Initialization Derived Bilevel Optimization and Dynamic Sequence Truncation IJCAI 2024
Neur2BiLO: Neural Bilevel Optimization NIPS 2024