SOTAVerified

Bilevel Optimization

Bilevel Optimization is a branch of optimization, which contains a nested optimization problem within the constraints of the outer optimization problem. The outer optimization task is usually referred as the upper level task, and the nested inner optimization task is referred as the lower level task. The lower level problem appears as a constraint, such that only an optimal solution to the lower level optimization problem is a possible feasible candidate to the upper level optimization problem.

Source: Efficient Evolutionary Algorithm for Single-Objective Bilevel Optimization

Papers

Showing 301350 of 423 papers

TitleStatusHype
Age of Information Optimization in a RIS-Assisted Wireless Network0
A Globally Convergent Gradient-based Bilevel Hyperparameter Optimization Method0
A Gradient-based Bilevel Optimization Approach for Tuning Hyperparameters in Machine Learning0
A Gradient Method for Multilevel Optimization0
A Learnable Variational Model for Joint Multimodal MRI Reconstruction and Synthesis0
Algorithmic Foundations of Empirical X-risk Minimization0
PARL: A Unified Framework for Policy Alignment in Reinforcement Learning from Human Feedback0
A Near-Optimal Algorithm for Stochastic Bilevel Optimization via Double-Momentum0
AMOSL: Adaptive Modality-wise Structure Learning in Multi-view Graph Neural Networks For Enhanced Unified Representation0
An Accelerated Gradient Method for Convex Smooth Simple Bilevel Optimization0
Analyzing Inexact Hypergradients for Bilevel Learning0
A Lower Bound and a Near-Optimal Algorithm for Bilevel Empirical Risk Minimization0
An Efficient Dynamic Resource Allocation Framework for Evolutionary Bilevel Optimization0
An Optimization-Based Meta-Learning Model for MRI Reconstruction with Diverse Dataset0
A Novel Convergence Analysis for Algorithms of the Adam Family0
A Penalty-Based Method for Communication-Efficient Decentralized Bilevel Programming0
Application-Driven Learning: A Closed-Loop Prediction and Optimization Approach Applied to Dynamic Reserves and Demand Forecasting0
A Provably Convergent Plug-and-Play Framework for Stochastic Bilevel Optimization0
A Review on Bilevel Optimization: From Classical to Evolutionary Approaches and Applications0
A Single-Loop Algorithm for Decentralized Bilevel Optimization0
A Single-Timescale Method for Stochastic Bilevel Optimization0
A Stackelberg game for incentive-based demand response in energy markets0
A stochastic gradient method for trilevel optimization0
A Two-Timescale Framework for Bilevel Optimization: Complexity Analysis and Application to Actor-Critic0
A unified algorithm framework for mean-variance optimization in discounted Markov decision processes0
Bayesian Optimization of Bilevel Problems0
Beyond backpropagation: bilevel optimization through implicit differentiation and equilibrium propagation0
BiAdam: Fast Adaptive Bilevel Optimization Methods0
BiGrad: Differentiating through Bilevel Optimization Programming0
Bilevel Continual Learning0
Task-Oriented Convex Bilevel Optimization with Latent Feasibility0
Bilevel learning of l1-regularizers with closed-form gradients(BLORC)0
Bilevel learning of the Group Lasso structure0
Bilevel Model for Electricity Market Mechanism Optimisation via Quantum Computing Enhanced Reinforcement Learning0
Bilevel Online Deep Learning in Non-stationary Environment0
Bilevel Optimization, Deep Learning and Fractional Laplacian Regularization with Applications in Tomography0
Bilevel Optimization for Differentially Private Optimization in Energy Systems0
Bilevel Optimization for Feature Selection in the Data-Driven Newsvendor Problem0
Bilevel Optimization for Machine Learning: Algorithm Design and Convergence Analysis0
Bilevel Optimization for Real-Time Control with Application to Locomotion Gait Generation0
Bilevel Optimized Implicit Neural Representation for Scan-Specific Accelerated MRI Reconstruction0
Bi-Level Policy Optimization with Nyström Hypergradients0
Bilevel Programs Meet Deep Learning: A Unifying View on Inference Learning Methods0
Bilevel reinforcement learning via the development of hyper-gradient without lower-level convexity0
Bilevel ZOFO: Bridging Parameter-Efficient and Zeroth-Order Techniques for Efficient LLM Fine-Tuning and Meta-Training0
BiSSL: Enhancing the Alignment Between Self-Supervised Pretraining and Downstream Fine-Tuning via Bilevel Optimization0
BODAME: Bilevel Optimization for Defense Against Model Extraction0
Closing the Gap: Tighter Analysis of Alternating Stochastic Gradient Methods for Bilevel Problems0
Combining Physics and Machine Learning for Network Flow Estimation0
Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GIN-GAOptimality Gap0.21Unverified
#ModelMetricClaimedVerifiedStatus
1GIN-GAOptimality Gap0.48Unverified
#ModelMetricClaimedVerifiedStatus
1GIN-GAOptimality Gap1.44Unverified