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 76100 of 423 papers

TitleStatusHype
Age of Information Optimization in a RIS-Assisted Wireless Network0
A Review on Bilevel Optimization: From Classical to Evolutionary Approaches and Applications0
A Provably Convergent Plug-and-Play Framework for Stochastic Bilevel Optimization0
A Generalized Alternating Method for Bilevel Learning under the Polyak-Łojasiewicz Condition0
Adaptive Training Distributions with Scalable Online Bilevel Optimization0
A Game-theoretic Machine Learning Approach for Revenue Maximization in Sponsored Search0
Application-Driven Learning: A Closed-Loop Prediction and Optimization Approach Applied to Dynamic Reserves and Demand Forecasting0
A Fully Single Loop Algorithm for Bilevel Optimization without Hessian Inverse0
A Penalty-Based Method for Communication-Efficient Decentralized Bilevel Programming0
A Novel Convergence Analysis for Algorithms of the Adam Family0
Achieving Linear Speedup in Non-IID Federated Bilevel Learning0
CPMLHO:Hyperparameter Tuning via Cutting Plane and Mixed-Level Optimization0
Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks0
BiSSL: Enhancing the Alignment Between Self-Supervised Pretraining and Downstream Fine-Tuning via Bilevel Optimization0
Convergence Properties of Stochastic Hypergradients0
Bilevel ZOFO: Bridging Parameter-Efficient and Zeroth-Order Techniques for Efficient LLM Fine-Tuning and Meta-Training0
A Fully First-Order Method for Stochastic Bilevel Optimization0
Convergent Reinforcement Learning with Function Approximation: A Bilevel Optimization Perspective0
An Optimization-Based Meta-Learning Model for MRI Reconstruction with Diverse Dataset0
An Efficient Dynamic Resource Allocation Framework for Evolutionary Bilevel Optimization0
Bilevel reinforcement learning via the development of hyper-gradient without lower-level convexity0
BODAME: Bilevel Optimization for Defense Against Model Extraction0
A Lower Bound and a Near-Optimal Algorithm for Bilevel Empirical Risk Minimization0
Bilevel Programs Meet Deep Learning: A Unifying View on Inference Learning Methods0
Bi-Level Policy Optimization with Nyström Hypergradients0
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Benchmark Results

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