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 331340 of 423 papers

TitleStatusHype
On Implicit Bias in Overparameterized Bilevel Optimization0
Online Nonconvex Bilevel Optimization with Bregman Divergences0
On Momentum-Based Gradient Methods for Bilevel Optimization with Nonconvex Lower-Level0
On Penalty Methods for Nonconvex Bilevel Optimization and First-Order Stochastic Approximation0
On Stability and Generalization of Bilevel Optimization Problem0
Unified Convergence Analysis for Adaptive Optimization with Moving Average Estimator0
On the Bias-Variance-Cost Tradeoff of Stochastic Optimization0
On the Communication Complexity of Decentralized Bilevel Optimization0
On the Complexity of First-Order Methods in Stochastic Bilevel Optimization0
On the Convergence of Adam-Type Algorithm for Bilevel Optimization under Unbounded Smoothness0
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Benchmark Results

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