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
A Provably Convergent Plug-and-Play Framework for Stochastic Bilevel Optimization0
PR-Attack: Coordinated Prompt-RAG Attacks on Retrieval-Augmented Generation in Large Language Models via Bilevel Optimization0
Efficient First-Order Optimization on the Pareto Set for Multi-Objective Learning under Preference Guidance0
On The Sample Complexity Bounds In Bilevel Reinforcement Learning0
Learn to Bid as a Price-Maker Wind Power Producer0
Optimizing Decomposition for Optimal Claim VerificationCode0
Exergy Battery Modeling and P2P Trading Based Optimal Operation of Virtual Energy Station0
Path-Adaptive Matting for Efficient Inference Under Various Computational Cost Constraints0
On the Convergence of Adam-Type Algorithm for Bilevel Optimization under Unbounded Smoothness0
Projecting Assumptions: The Duality Between Sparse Autoencoders and Concept Geometry0
Bilevel Optimized Implicit Neural Representation for Scan-Specific Accelerated MRI Reconstruction0
PRDP: Progressively Refined Differentiable PhysicsCode0
Adversarial Training for Defense Against Label Poisoning AttacksCode0
Learning Theory for Kernel Bilevel Optimization0
A First-order Generative Bilevel Optimization Framework for Diffusion Models0
Bilevel ZOFO: Bridging Parameter-Efficient and Zeroth-Order Techniques for Efficient LLM Fine-Tuning and Meta-Training0
BILBO: BILevel Bayesian OptimizationCode0
Enhancing Generalization via Sharpness-Aware Trajectory Matching for Dataset Condensation0
qNBO: quasi-Newton Meets Bilevel Optimization0
Optimizing Bidding Curves for Renewable Energy in Two-Settlement Electricity Markets0
Evaluating Data Influence in Meta Learning0
Safe Gradient Flow for Bilevel OptimizationCode0
Analyzing the Role of the DSO in Electricity Trading of VPPs via a Stackelberg Game ModelCode0
Generating Poisoning Attacks against Ridge Regression Models with Categorical Features0
A Nearly Optimal Single Loop 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