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 6170 of 423 papers

TitleStatusHype
A Bilevel Optimization Framework for Imbalanced Data ClassificationCode0
Meta-Reinforcement Learning with Universal Policy Adaptation: Provable Near-Optimality under All-task Optimum Comparator0
UnSeg: One Universal Unlearnable Example Generator is Enough against All Image SegmentationCode1
SEAL: Safety-enhanced Aligned LLM Fine-tuning via Bilevel Data SelectionCode1
Generalized Sparse Additive Model with Unknown Link Function0
Tuning-Free Bilevel Optimization: New Algorithms and Convergence AnalysisCode0
SAFLEX: Self-Adaptive Augmentation via Feature Label Extrapolation0
BiSSL: Enhancing the Alignment Between Self-Supervised Pretraining and Downstream Fine-Tuning via Bilevel Optimization0
Differentially Private Bilevel Optimization0
An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded SmoothnessCode0
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Benchmark Results

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