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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

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Showing 51–100 of 423 papers

TitleStatusHype
SPARKLE: A Unified Single-Loop Primal-Dual Framework for Decentralized Bilevel Optimization—0
MBL-CPDP: A Multi-objective Bilevel Method for Cross-Project Defect Prediction via Automated Machine Learning—0
Provably Faster Algorithms for Bilevel Optimization via Without-Replacement Sampling—0
An Efficient Dynamic Resource Allocation Framework for Evolutionary Bilevel Optimization—0
Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks—0
Bilevel Model for Electricity Market Mechanism Optimisation via Quantum Computing Enhanced Reinforcement Learning—0
Fully First-Order Methods for Decentralized Bilevel Optimization—0
Fair Bilevel Neural Network (FairBiNN): On Balancing fairness and accuracy via Stackelberg EquilibriumCode1
A Communication and Computation Efficient Fully First-order Method for Decentralized Bilevel Optimization—0
Single-Timescale Multi-Sequence Stochastic Approximation Without Fixed Point Smoothness: Theories and Applications—0
A Bilevel Optimization Framework for Imbalanced Data ClassificationCode0
Meta-Reinforcement Learning with Universal Policy Adaptation: Provable Near-Optimality under All-task Optimum Comparator—0
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 Function—0
Tuning-Free Bilevel Optimization: New Algorithms and Convergence AnalysisCode0
BiSSL: Enhancing the Alignment Between Self-Supervised Pretraining and Downstream Fine-Tuning via Bilevel Optimization—0
SAFLEX: Self-Adaptive Augmentation via Feature Label Extrapolation—0
Differentially Private Bilevel Optimization—0
An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded SmoothnessCode0
Exploring the Impact of HAPS-RIS on UAV-Based Networks: a Novel Network Architecture—0
Convolutional Dictionary Learning Based Hybrid-Field Channel Estimation for XL-RIS-Aided Massive MIMO Systems—0
Bilevel Optimization for Real-Time Control with Application to Locomotion Gait Generation—0
System-Level Efficient Performance of EMLA-Driven Heavy-Duty Manipulators via Bilevel Optimization Framework with a Leader--Follower Scenario—0
Online Nonconvex Bilevel Optimization with Bregman Divergences—0
Using Synthetic Data to Mitigate Unfairness and Preserve Privacy in Collaborative Machine Learning—0
Loss Distillation via Gradient Matching for Point Cloud Completion with Weighted Chamfer DistanceCode0
CoBo: Collaborative Learning via Bilevel OptimizationCode0
Pareto Set Prediction Assisted Bilevel Multi-objective Optimization—0
Unlocking Global Optimality in Bilevel Optimization: A Pilot Study—0
On Stability in Optimistic Bilevel Optimization—0
Rooftop and Community Solar Adoption with Income Heterogeneity—0
Preference-Optimized Pareto Set Learning for Blackbox OptimizationCode0
Enhancing Sharpness-Aware Minimization by Learning Perturbation Radius—0
AutoScale: Scale-Aware Data Mixing for Pre-Training LLMsCode1
Optimal Hessian/Jacobian-Free Nonconvex-PL Bilevel Optimization—0
Improving SAM Requires Rethinking its Optimization FormulationCode0
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor AttacksCode0
SSP-GNN: Learning to Track via Bilevel Optimization—0
EMPL: A novel Efficient Meta Prompt Learning Framework for Few-shot Unsupervised Domain Adaptation—0
Decomposition of Difficulties in Complex Optimization Problems Using a Bilevel Approach—0
Joint Design of Conventional Public Transport Network and Mobility on Demand—0
ScaleBiO: Scalable Bilevel Optimization for LLM Data Reweighting—0
Efficient and Effective Implicit Dynamic Graph Neural NetworkCode0
Double Momentum Method for Lower-Level Constrained Bilevel Optimization—0
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy—0
SAIL: Self-Improving Efficient Online Alignment of Large Language Models—0
First-Order Methods for Linearly Constrained Bilevel Optimization—0
Learning diffusion at lightspeedCode1
A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled ConstraintsCode0
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All datasetsEquilibrium-Traffic-Networks/AnaheimEquilibrium-Traffic-Networks/Eastern MassachusettsEquilibrium-Traffic-Networks/Sioux Falls

Benchmark Results

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