Towards Gradient-based Bilevel Optimization with Non-convex Followers and Beyond

1 October 2021

Papers citing "Towards Gradient-based Bilevel Optimization with Non-convex Followers and Beyond"

50 / 55 papers shown

Title
PR-Attack: Coordinated Prompt-RAG Attacks on Retrieval-Augmented Generation in Large Language Models via Bilevel Optimization Yang Jiao Xiao Wang Kai Yang AAML SILM 35 0 0 10 Apr 2025
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy Chen Wang Kaiyi Ji Junyi Geng Zhongqiang Ren Taimeng Fu ... Yi Du Qihang Li Yuqing Yang Xiao Lin Zhipeng Zhao SSL 89 9 0 28 Jan 2025
On Penalty-based Bilevel Gradient Descent Method Han Shen Quan-Wu Xiao Tianyi Chen 60 51 0 08 Jan 2025
SEAL: Safety-enhanced Aligned LLM Fine-tuning via Bilevel Data Selection Han Shen Pin-Yu Chen Payel Das Tianyi Chen ALM 26 13 0 09 Oct 2024
Double Momentum Method for Lower-Level Constrained Bilevel Optimization Wanli Shi Yi Chang Bin Gu 33 0 0 25 Jun 2024
A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled Constraints Liuyuan Jiang Quan-Wu Xiao Victor M. Tenorio Fernando Real-Rojas Antonio G. Marques Tianyi Chen 50 2 0 14 Jun 2024
Advancing Generalized Transfer Attack with Initialization Derived Bilevel Optimization and Dynamic Sequence Truncation Yaohua Liu Jiaxin Gao Xuan Liu Xianghao Jiao Xin-Yue Fan Risheng Liu 40 1 0 04 Jun 2024
Bilevel reinforcement learning via the development of hyper-gradient without lower-level convexity Yan Yang Bin Gao Ya-xiang Yuan 46 2 0 30 May 2024
Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-loop and Hessian-free Solution Strategy Risheng Liu Zhu Liu Wei-Ting Yao Shangzhi Zeng Jin Zhang 49 6 0 16 May 2024
Triadic-OCD: Asynchronous Online Change Detection with Provable Robustness, Optimality, and Convergence Yancheng Huang Kai Yang Zelin Zhu Leian Chen 23 0 0 03 May 2024
Accelerated Fully First-Order Methods for Bilevel and Minimax Optimization Chris Junchi Li 56 0 0 01 May 2024
Functional Bilevel Optimization for Machine Learning Ieva Petrulionyte Julien Mairal Michael Arbel 51 2 0 29 Mar 2024
Principled Penalty-based Methods for Bilevel Reinforcement Learning and RLHF Han Shen Zhuoran Yang Tianyi Chen OffRL 40 14 0 10 Feb 2024
Constrained Bi-Level Optimization: Proximal Lagrangian Value function Approach and Hessian-free Algorithm Wei-Ting Yao Chengming Yu Shangzhi Zeng Jin Zhang 23 13 0 29 Jan 2024
Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis Jie Hao Xiaochuan Gong Mingrui Liu 33 7 0 17 Jan 2024
Provably Convergent Federated Trilevel Learning Yang Jiao Kai Yang Tiancheng Wu Chen Jian Jianwei Huang FedML 24 4 0 19 Dec 2023
Adaptive Mirror Descent Bilevel Optimization Feihu Huang 40 1 0 08 Nov 2023
Projection-Free Methods for Stochastic Simple Bilevel Optimization with Convex Lower-level Problem Jincheng Cao Ruichen Jiang Nazanin Abolfazli E. Y. Hamedani Aryan Mokhtari 84 8 0 15 Aug 2023
PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation Zhu Liu Jinyuan Liu Ben-xi Zhang Long Ma Xin-Yue Fan Risheng Liu AAML 44 39 0 08 Aug 2023
Doubly Robust Instance-Reweighted Adversarial Training Daouda Sow Sen-Fon Lin Zhangyang Wang Yitao Liang AAML OOD 33 2 0 01 Aug 2023
You Shall Pass: Dealing with the Zero-Gradient Problem in Predict and Optimize for Convex Optimization Grigorii Veviurko Wendelin Bohmer Mathijs de Weerdt 35 2 0 30 Jul 2023
Learning with Constraint Learning: New Perspective, Solution Strategy and Various Applications Risheng Liu Jiaxin Gao Xuan Liu Xin-Yue Fan 40 9 0 28 Jul 2023
Sharpness-Aware Graph Collaborative Filtering Huiyuan Chen Chin-Chia Michael Yeh Yujie Fan Yan Zheng Junpeng Wang Vivian Lai Mahashweta Das Hao Yang 31 5 0 18 Jul 2023
Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles Le‐Yu Chen Yaohua Ma J.N. Zhang 86 2 0 26 Jun 2023
Optimal Algorithms for Stochastic Bilevel Optimization under Relaxed Smoothness Conditions Xuxing Chen Tesi Xiao Krishnakumar Balasubramanian 27 24 0 21 Jun 2023
A Generalized Alternating Method for Bilevel Learning under the Polyak-Łojasiewicz Condition Quan-Wu Xiao Songtao Lu Tianyi Chen 24 2 0 04 Jun 2023
Bilevel Fast Scene Adaptation for Low-Light Image Enhancement Long Ma Dian Jin Nan An Jinyuan Liu Xin-Yue Fan Risheng Liu 33 48 0 02 Jun 2023
SimFBO: Towards Simple, Flexible and Communication-efficient Federated Bilevel Learning Yifan Yang Peiyao Xiao Kaiyi Ji FedML 26 15 0 30 May 2023
A Task-guided, Implicitly-searched and Meta-initialized Deep Model for Image Fusion Risheng Liu Zhu Liu Jinyuan Liu Xin-Yue Fan Zhongxuan Luo 43 37 0 25 May 2023
Sharpness-Aware Data Poisoning Attack Pengfei He Han Xu J. Ren Yingqian Cui Hui Liu Charu C. Aggarwal Jiliang Tang AAML 47 7 0 24 May 2023
Multi-task Meta Label Correction for Time Series Prediction Luxuan Yang Ting Gao Wei Wei Min Dai Cheng Fang Jinqiao Duan AI4TS 39 3 0 09 Mar 2023
On Momentum-Based Gradient Methods for Bilevel Optimization with Nonconvex Lower-Level Feihu Huang 32 18 0 07 Mar 2023
Uncoupled Learning of Differential Stackelberg Equilibria with Commitments R. Loftin M. Çelikok H. V. Hoof Samuel Kaski F. Oliehoek 32 1 0 07 Feb 2023
Averaged Method of Multipliers for Bi-Level Optimization without Lower-Level Strong Convexity Risheng Liu Yaohua Liu Wei-Ting Yao Shangzhi Zeng Jin Zhang 32 24 0 07 Feb 2023
Efficient Gradient Approximation Method for Constrained Bilevel Optimization Siyuan Xu Minghui Zhu 29 20 0 03 Feb 2023
Follower Agnostic Methods for Stackelberg Games C. Maheshwari James Cheng S. S. Sasty Lillian J. Ratliff Eric Mazumdar 30 1 0 02 Feb 2023
A Fully First-Order Method for Stochastic Bilevel Optimization Jeongyeol Kwon Dohyun Kwon S. Wright Robert D. Nowak 30 70 0 26 Jan 2023
On Finding Small Hyper-Gradients in Bilevel Optimization: Hardness Results and Improved Analysis Le‐Yu Chen Jing Xu J.N. Zhang 31 11 0 02 Jan 2023
Alternating Implicit Projected SGD and Its Efficient Variants for Equality-constrained Bilevel Optimization Quan-Wu Xiao Han Shen W. Yin Tianyi Chen 18 8 0 14 Nov 2022
BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach Mao Ye B. Liu S. Wright Peter Stone Qian Liu 72 82 0 19 Sep 2022
Betty: An Automatic Differentiation Library for Multilevel Optimization Sang Keun Choe W. Neiswanger P. Xie Eric P. Xing AI4CE 31 30 0 05 Jul 2022
A Conditional Gradient-based Method for Simple Bilevel Optimization with Convex Lower-level Problem Ruichen Jiang Nazanin Abolfazli Aryan Mokhtari E. Y. Hamedani 40 21 0 17 Jun 2022
Value Function Based Difference-of-Convex Algorithm for Bilevel Hyperparameter Selection Problems Lucy L. Gao J. Ye Haian Yin Shangzhi Zeng Jin Zhang 29 23 0 13 Jun 2022
Will Bilevel Optimizers Benefit from Loops Kaiyi Ji Mingrui Liu Yingbin Liang Lei Ying 45 41 0 27 May 2022
Is Bayesian Model-Agnostic Meta Learning Better than Model-Agnostic Meta Learning, Provably? Lisha Chen Tianyi BDL 30 16 0 06 Mar 2022
A Primal-Dual Approach to Bilevel Optimization with Multiple Inner Minima Daouda Sow Kaiyi Ji Ziwei Guan Yingbin Liang 29 9 0 01 Mar 2022
Triple-level Model Inferred Collaborative Network Architecture for Video Deraining Pan Mu Zhu Liu Yaohua Liu Risheng Liu Xin-Yue Fan 33 20 0 08 Nov 2021
On the Convergence Theory for Hessian-Free Bilevel Algorithms Daouda Sow Kaiyi Ji Yingbin Liang 28 28 0 13 Oct 2021
Enhanced Bilevel Optimization via Bregman Distance Feihu Huang Junyi Li Shangqian Gao Heng-Chiao Huang 27 33 0 26 Jul 2021
Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks Jun Shu Deyu Meng Zongben Xu 29 6 0 06 Jul 2021