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
A stochastic gradient method for trilevel optimization Tommaso Giovannelli G. Kent Luis Nunes Vicente 19 0 0 11 May 2025
Masked Subspace Clustering Methods Jiebo Song Huaming Ling 11 0 0 11 May 2025
Scalable Meta-Learning via Mixed-Mode Differentiation Iurii Kemaev Dan A Calian Luisa M Zintgraf Gregory Farquhar H. V. Hasselt 54 0 0 01 May 2025
CoA: Towards Real Image Dehazing via Compression-and-Adaptation Long Ma Yuxin Feng Y. Zhang Jinyuan Liu Weimin Wang Guang-Yong Chen Chengpei Xu Zhuo Su 26 0 0 08 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 Y. Yang Xiao Lin Zhipeng Zhao SSL 71 9 0 28 Jan 2025
On Penalty-based Bilevel Gradient Descent Method Han Shen Quan-Wu Xiao Tianyi Chen 60 50 0 08 Jan 2025
Towards Multimodal Metaphor Understanding: A Chinese Dataset and Model for Metaphor Mapping Identification Dongyu Zhang Shengcheng Yin J. Yu Zhiyao Wu Zhen Li Chengpei Xu X. Wang Feng Xia 74 0 0 05 Jan 2025
Theory-inspired Label Shift Adaptation via Aligned Distribution Mixture Ruidong Fan Xiao Ouyang Hong Tao Yuhua Qian Chenping Hou OOD 47 0 0 04 Nov 2024
MADOD: Generalizing OOD Detection to Unseen Domains via G-Invariance Meta-Learning Haoliang Wang Chen Zhao Feng Chen 26 3 0 02 Nov 2024
An Efficient Dynamic Resource Allocation Framework for Evolutionary Bilevel Optimization Dejun Xu Kai Ye Zimo Zheng Tao Zhou Gary G. Yen Min Jiang 21 0 0 31 Oct 2024
Theoretical Investigations and Practical Enhancements on Tail Task Risk Minimization in Meta Learning Yiqin Lv Qi Wang Dong Liang Zheng Xie 36 2 0 30 Oct 2024
AutoAL: Automated Active Learning with Differentiable Query Strategy Search Yifeng Wang Xueying Zhan Siyu Huang OOD 27 0 0 17 Oct 2024
Towards Differentiable Multilevel Optimization: A Gradient-Based Approach Yuntian Gu Xuzheng Chen 14 0 0 15 Oct 2024
Fake It till You Make It: Curricular Dynamic Forgery Augmentations towards General Deepfake Detection Yuzhen Lin Wentang Song Bin Li Yuezun Li Jiangqun Ni Han Chen Qiushi Li 26 12 0 22 Sep 2024
Optimal Hessian/Jacobian-Free Nonconvex-PL Bilevel Optimization Feihu Huang 35 4 0 25 Jul 2024
"Glue pizza and eat rocks" -- Exploiting Vulnerabilities in Retrieval-Augmented Generative Models Zhen Tan Chengshuai Zhao Raha Moraffah Yifan Li Song Wang Jundong Li Tianlong Chen Huan Liu SILM 46 16 0 26 Jun 2024
Diffusion Models in Low-Level Vision: A Survey Chunming He Yuqi Shen Chengyu Fang Fengyang Xiao Longxiang Tang Yulun Zhang W. Zuo Zhenhua Guo Xiu Li VLM DiffM MedIm 70 30 0 17 Jun 2024
DANCE: Dual-View Distribution Alignment for Dataset Condensation Hansong Zhang Shikun Li Fanzhao Lin Weiping Wang Zhenxing Qian Shiming Ge DD 29 4 0 03 Jun 2024
Bilevel reinforcement learning via the development of hyper-gradient without lower-level convexity Yan Yang Bin Gao Ya-xiang Yuan 36 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 35 6 0 16 May 2024
Defense against Joint Poison and Evasion Attacks: A Case Study of DERMS Z. Abdeen Padmaksha Roy Ahmad S. Al-Tawaha Rouxi Jia Laura J. Freeman Peter A. Beling Chen-Ching Liu Alberto Sangiovanni-Vincentelli Ming Jin AAML 22 0 0 05 May 2024
Noisy Node Classification by Bi-level Optimization based Multi-teacher Distillation Yujing Liu Zongqian Wu Zhengyu Lu Ci Nie Guoqiu Wen Ping Hu Xiaofeng Zhu 30 1 0 27 Apr 2024
Bi-CL: A Reinforcement Learning Framework for Robots Coordination Through Bi-level Optimization Zechen Hu Daigo Shishika Xuesu Xiao Xuan Wang 44 2 0 23 Apr 2024
LancBiO: dynamic Lanczos-aided bilevel optimization via Krylov subspace Bin Gao Yan Yang Ya-xiang Yuan 34 2 0 04 Apr 2024
Functional Bilevel Optimization for Machine Learning Ieva Petrulionyte Julien Mairal Michael Arbel 37 2 0 29 Mar 2024
iA $^$ : Imperative Learning-based A $^$ Search for Path Planning Xiangyun Chen Fan Yang Chen Wang 24 3 0 23 Mar 2024
Backdoor Secrets Unveiled: Identifying Backdoor Data with Optimized Scaled Prediction Consistency Soumyadeep Pal Yuguang Yao Ren Wang Bingquan Shen Sijia Liu AAML 34 8 0 15 Mar 2024
Are Dense Labels Always Necessary for 3D Object Detection from Point Cloud? Chenqiang Gao Chuandong Liu Jun Shu Fangcen Liu Jiang-Dong Liu Luyu Yang Xinbo Gao Deyu Meng 21 2 0 05 Mar 2024
Improving Adversarial Energy-Based Model via Diffusion Process Cong Geng Tian Han Peng-Tao Jiang Hao Zhang Jinwei Chen Søren Hauberg Bo-wen Li DiffM 25 2 0 04 Mar 2024
Federated Learning Can Find Friends That Are Advantageous N. Tupitsa Samuel Horváth Martin Takávc Eduard A. Gorbunov FedML 33 2 0 07 Feb 2024
Neur2BiLO: Neural Bilevel Optimization Justin Dumouchelle Esther Julien Jannis Kurtz Elias Boutros Khalil 27 5 0 04 Feb 2024
Constrained Bi-Level Optimization: Proximal Lagrangian Value function Approach and Hessian-free Algorithm Wei-Ting Yao Chengming Yu Shangzhi Zeng Jin Zhang 16 13 0 29 Jan 2024
A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level Optimization Feiyang Ye Baijiong Lin Xiao-Qun Cao Yu Zhang Ivor Tsang 45 6 0 17 Jan 2024
Joint Unsupervised and Supervised Training for Automatic Speech Recognition via Bilevel Optimization A. F. M. Saif Xiaodong Cui Han Shen Songtao Lu Brian Kingsbury Tianyi Chen 37 3 0 13 Jan 2024
EraseDiff: Erasing Data Influence in Diffusion Models Jing Wu Trung Le Munawar Hayat Mehrtash Harandi DiffM 64 14 0 11 Jan 2024
From Text to Pixels: A Context-Aware Semantic Synergy Solution for Infrared and Visible Image Fusion Xingyuan Li Yang Zou Jinyuan Liu Zhiying Jiang Long Ma Xin-Yue Fan Risheng Liu 27 4 0 31 Dec 2023
M3D: Dataset Condensation by Minimizing Maximum Mean Discrepancy Hansong Zhang Shikun Li Pengju Wang Dan Zeng Shiming Ge DD 19 21 0 26 Dec 2023
BiSwift: Bandwidth Orchestrator for Multi-Stream Video Analytics on Edge Lin Sun Weijun Wang Tingting Yuan Liang Mi Haipeng Dai Yunxin Liu Xiaoming Fu 14 4 0 25 Dec 2023
Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems Guangjing Wang Ce Zhou Yuanda Wang Bocheng Chen Hanqing Guo Qiben Yan AAML SILM 53 3 0 20 Nov 2023
Learning to Augment Distributions for Out-of-Distribution Detection Qizhou Wang Zhen Fang Yonggang Zhang Feng Liu Yixuan Li Bo Han OODD 25 31 0 03 Nov 2023
FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis Raman Dutt Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales 11 14 0 08 Oct 2023
Stackelberg Driver Model for Continual Policy Improvement in Scenario-Based Closed-Loop Autonomous Driving Haoyi Niu Qimao Chen Yingyue Li Yi Zhang Jianming Hu 32 3 0 25 Sep 2023
Diving into Darkness: A Dual-Modulated Framework for High-Fidelity Super-Resolution in Ultra-Dark Environments Jiaxin Gao Ziyu Yue Yaohua Liu Sihan Xie Xin-Yue Fan Risheng Liu 19 3 0 11 Sep 2023
Hybrid-Supervised Dual-Search: Leveraging Automatic Learning for Loss-free Multi-Exposure Image Fusion Guanyao Wu Hongming Fu Jinyuan Liu Long Ma Xin-Yue Fan Risheng Liu 28 9 0 03 Sep 2023
Enhancing Infrared Small Target Detection Robustness with Bi-Level Adversarial Framework Zhu Liu Zihang Chen Jinyuan Liu Long Ma Xin-Yue Fan Risheng Liu AAML 17 1 0 03 Sep 2023
DiffPrep: Differentiable Data Preprocessing Pipeline Search for Learning over Tabular Data Peng Li Zhiyi Chen Xu Chu Kexin Rong 30 9 0 20 Aug 2023
Robust Mixture-of-Expert Training for Convolutional Neural Networks Yihua Zhang Ruisi Cai Tianlong Chen Guanhua Zhang Huan Zhang Pin-Yu Chen Shiyu Chang Zhangyang Wang Sijia Liu MoE AAML OOD 30 16 0 19 Aug 2023
Dual Meta-Learning with Longitudinally Generalized Regularization for One-Shot Brain Tissue Segmentation Across the Human Lifespan Yongheng Sun Fan Wang Jun Shu Haifeng Wang Li Meng C. Lian 17 1 0 13 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 36 39 0 08 Aug 2023
Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation Jinyuan Liu Zhu Liu Guanyao Wu Long Ma Risheng Liu Wei Zhong Zhongxuan Luo Xin-Yue Fan 21 116 0 04 Aug 2023