Investigating Bi-Level Optimization for Learning and Vision from a Unified Perspective: A Survey and Beyond

27 January 2021

Papers citing "Investigating Bi-Level Optimization for Learning and Vision from a Unified Perspective: A Survey and Beyond"

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Title
An Introduction to Bi-level Optimization: Foundations and Applications in Signal Processing and Machine Learning Yihua Zhang Prashant Khanduri Ioannis C. Tsaknakis Yuguang Yao Min-Fong Hong Sijia Liu AI4CE 41 25 0 01 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
Learning with Constraint Learning: New Perspective, Solution Strategy and Various Applications Risheng Liu Jiaxin Gao Xuan Liu Xin-Yue Fan 37 9 0 28 Jul 2023
MARIO: Model Agnostic Recipe for Improving OOD Generalization of Graph Contrastive Learning Yun Zhu Haizhou Shi Zhenshuo Zhang Siliang Tang 26 8 0 24 Jul 2023
Joint Perceptual Learning for Enhancement and Object Detection in Underwater Scenarios C. Fu Wanqi Yuan Jiewen Xiao Risheng Liu Xin-Yue Fan 22 0 0 07 Jul 2023
iSLAM: Imperative SLAM Tai Fu Shaoshu Su Yiren Lu Chen Wang 21 19 0 13 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 24 14 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 37 36 0 25 May 2023
Embracing Compact and Robust Architectures for Multi-Exposure Image Fusion Zhu Liu Jinyuan Liu Guanyao Wu Xin-Yue Fan Risheng Liu 13 10 0 20 May 2023
Stackelberg Decision Transformer for Asynchronous Action Coordination in Multi-Agent Systems Bin Zhang Hangyu Mao Lijuan Li Zhiwei Xu Dapeng Li Rui Zhao Guoliang Fan OffRL 31 5 0 13 May 2023
Bi-level Dynamic Learning for Jointly Multi-modality Image Fusion and Beyond Zhu Liu Jinyuan Liu Guanyao Wu Long Ma Xin-Yue Fan Risheng Liu 34 34 0 11 May 2023
Generative Meta-Learning for Zero-Shot Relation Triplet Extraction Wanli Li T. Qian Yi Song Zeyu Zhang Jiawei Li Zhuang Chen Lixin Zou 65 1 0 03 May 2023
Universal Adversarial Backdoor Attacks to Fool Vertical Federated Learning in Cloud-Edge Collaboration Peng Chen Xin Du Zhihui Lu Hongfeng Chai FedML AAML 31 10 0 22 Apr 2023
Q-DETR: An Efficient Low-Bit Quantized Detection Transformer Sheng Xu Yanjing Li Mingbao Lin Penglei Gao Guodong Guo Jinhu Lu Baochang Zhang MQ 23 23 0 01 Apr 2023
Random Weights Networks Work as Loss Prior Constraint for Image Restoration Man Zhou Naishan Zheng Jie Huang Xiangyu Rui Chunle Guo Deyu Meng Chongyi Li Liang Feng 24 0 0 29 Mar 2023
Neural Preset for Color Style Transfer Zhanghan Ke Yuhao Liu Lei Zhu Nanxuan Zhao Rynson W. H. Lau 27 34 0 23 Mar 2023
Non-Exemplar Online Class-incremental Continual Learning via Dual-prototype Self-augment and Refinement Fushuo Huo Wenchao Xu Jingcai Guo Yining Qi Yunfeng Fan Song Guo CLL 56 16 0 20 Mar 2023
Robustness-preserving Lifelong Learning via Dataset Condensation Jinghan Jia Yihua Zhang Dogyoon Song Sijia Liu Alfred Hero DD 30 4 0 07 Mar 2023
What Is Missing in IRM Training and Evaluation? Challenges and Solutions Yihua Zhang Pranay Sharma Parikshit Ram Min-Fong Hong Kush R. Varshney Sijia Liu 34 11 0 04 Mar 2023
iPlanner: Imperative Path Planning Fan Yang Chen Wang Cesar Cadena Marco Hutter 22 37 0 22 Feb 2023
Achieving Hierarchy-Free Approximation for Bilevel Programs With Equilibrium Constraints Jiayang Li Jiahao Yu Boyi Liu Zhaoran Wang Y. Nie 35 6 0 20 Feb 2023
CMVAE: Causal Meta VAE for Unsupervised Meta-Learning Guodong Qi Huimin Yu CML SSL 35 5 0 20 Feb 2023
Hierarchical Optimization-Derived Learning Risheng Liu Xuan Liu Shangzhi Zeng Jin Zhang Yixuan Zhang 25 3 0 11 Feb 2023
Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation Peiyao Xiao Kaiyi Ji FedML 26 10 0 09 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 26 20 0 03 Feb 2023
Follower Agnostic Methods for Stackelberg Games C. Maheshwari James Cheng S. S. Sasty Lillian J. Ratliff Eric Mazumdar 27 1 0 02 Feb 2023
Auxiliary Learning as an Asymmetric Bargaining Game Aviv Shamsian Aviv Navon Neta Glazer Kenji Kawaguchi Gal Chechik Ethan Fetaya 35 8 0 31 Jan 2023
Network Utility Maximization with Unknown Utility Functions: A Distributed, Data-Driven Bilevel Optimization Approach Kaiyi Ji Lei Ying 19 7 0 04 Jan 2023
First-order penalty methods for bilevel optimization Zhaosong Lu Sanyou Mei 66 31 0 04 Jan 2023
Differentiating Nonsmooth Solutions to Parametric Monotone Inclusion Problems Jérôme Bolte Edouard Pauwels Antonio Silveti-Falls 18 13 0 15 Dec 2022
On Solution Functions of Optimization: Universal Approximation and Covering Number Bounds Ming Jin Vanshaj Khattar Harshal D. Kaushik Bilgehan Sel R. Jia 24 8 0 02 Dec 2022
CLAWSAT: Towards Both Robust and Accurate Code Models Jinghan Jia Shashank Srikant Tamara Mitrovska Chuang Gan Shiyu Chang Sijia Liu Una-May O’Reilly AAML 15 11 0 21 Nov 2022
Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications Zhongkai Hao Songming Liu Yichi Zhang Chengyang Ying Yao Feng Hang Su Jun Zhu PINN AI4CE 28 89 0 15 Nov 2022
Alternating Implicit Projected SGD and Its Efficient Variants for Equality-constrained Bilevel Optimization Quan-Wu Xiao Han Shen W. Yin Tianyi Chen 16 8 0 14 Nov 2022
Equivariance with Learned Canonicalization Functions Sekouba Kaba Arnab Kumar Mondal Yan Zhang Yoshua Bengio Siamak Ravanbakhsh 44 62 0 11 Nov 2022
Adaptive Multi-Corpora Language Model Training for Speech Recognition Yingyi Ma Zhe Liu Xuedong Zhang 31 2 0 09 Nov 2022
A Penalty-Based Method for Communication-Efficient Decentralized Bilevel Programming Parvin Nazari Ahmad Mousavi Davoud Ataee Tarzanagh George Michailidis 25 4 0 08 Nov 2022
On Learning Fairness and Accuracy on Multiple Subgroups Changjian Shui Gezheng Xu Qi Chen Jiaqi Li Charles Ling Tal Arbel Boyu Wang Christian Gagné 44 37 0 19 Oct 2022
How to Sift Out a Clean Data Subset in the Presence of Data Poisoning? Yi Zeng Minzhou Pan Himanshu Jahagirdar Ming Jin Lingjuan Lyu R. Jia AAML 36 21 0 12 Oct 2022
Boosting the Transferability of Adversarial Attacks with Reverse Adversarial Perturbation Zeyu Qin Yanbo Fan Yi Liu Li Shen Yong Zhang Jue Wang Baoyuan Wu AAML SILM 26 80 0 12 Oct 2022
Meta-Ensemble Parameter Learning Zhengcong Fei Shuman Tian Junshi Huang Xiaoming Wei Xiaolin K. Wei OOD 41 2 0 05 Oct 2022
Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protection Yiming Li Yang Bai Yong Jiang Yong-Liang Yang Shutao Xia Bo Li AAML 50 98 0 27 Sep 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
Differentiable Bilevel Programming for Stackelberg Congestion Games Jiayang Li Jiahao Yu Qianni Wang Boyi Liu Zhaoran Wang Y. Nie 31 13 0 15 Sep 2022
Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient Methods Davoud Ataee Tarzanagh Parvin Nazari Bojian Hou Li Shen Laura Balzano 44 10 0 06 Jul 2022
From Bi-Level to One-Level: A Framework for Structural Attacks to Graph Anomaly Detection Yulin Zhu Y. Lai Kaifa Zhao Xi Luo Min Yuan Jun Wu Jian Ren Kai Zhou 35 1 0 16 Jun 2022
Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training Risheng Liu Xuan Liu Shangzhi Zeng Jin Zhang Yixuan Zhang 40 6 0 16 Jun 2022