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 5160 of 423 papers

TitleStatusHype
Nystrom Method for Accurate and Scalable Implicit DifferentiationCode1
On Penalty-based Bilevel Gradient Descent MethodCode1
Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online AdaptationCode1
Penalty Method for Inversion-Free Deep Bilevel OptimizationCode1
On the Convergence Theory for Hessian-Free Bilevel AlgorithmsCode1
Robust Structured Declarative Classifiers for 3D Point Clouds: Defending Adversarial Attacks with Implicit GradientsCode1
LDC-MTL: Balancing Multi-Task Learning through Scalable Loss Discrepancy ControlCode1
SEAL: Safety-enhanced Aligned LLM Fine-tuning via Bilevel Data SelectionCode1
Learning diffusion at lightspeedCode1
A Data-Driven Sensor Placement Approach for Detecting Voltage Violations in Distribution Systems0
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Benchmark Results

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