Sharpness-Aware Gradient Matching for Domain Generalization

Computer Vision and Pattern Recognition (CVPR), 2023

18 March 2023

Pengfei Wang

Zhaoxiang Zhang

Zhen Lei

Lei Zhang

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Papers citing "Sharpness-Aware Gradient Matching for Domain Generalization"

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Title
Modality-Balanced Collaborative Distillation for Multi-Modal Domain Generalization X. Wang Zhangtao Cheng Ting Zhong Leiting Chen Fan Zhou 44 0 0 25 Nov 2025
Exploring Scale Shift in Crowd Localization under the Context of Domain Generalization Juncheng Wang Lei Shang Ziqi Liu Wang Lu Xixu Hu Zhe Hu Jindong Wang Shujun Wang 64 0 0 22 Oct 2025
Connecting Domains and Contrasting Samples: A Ladder for Domain GeneralizationKnowledge Discovery and Data Mining (KDD), 2025 Tianxin Wei Yifan Chen Xinrui He Wenxuan Bao Jingrui He 111 4 0 19 Oct 2025
VASSO: Variance Suppression for Sharpness-Aware Minimization Bingcong Li Yilang Zhang G. Giannakis 200 1 0 02 Sep 2025
MorphGen: Morphology-Guided Representation Learning for Robust Single-Domain Generalization in Histopathological Cancer Classification Hikmat Khan Syed Farhan Alam Zaidi Pir Masoom Shah Kiruthika Balakrishnan Rabia Khan Muhammad Waqas Jia Wu OOD MedIm 112 0 0 30 Aug 2025
Flatness-aware Curriculum Learning via Adversarial Difficulty Hiroaki Aizawa Yoshikazu Hayashi ODL 172 0 0 26 Aug 2025
Preserving Domain Generalization in Fine-Tuning via Joint Parameter Selection Bin Pan Shiyu Shen Zongbin Wang Zhenwei Shi Xia Xu 56 0 0 23 Aug 2025
Domain-Generalization to Improve Learning in Meta-Learning Algorithms Usman Anjum Chris Stockman Cat Luong J. Zhan FedML 138 0 0 13 Aug 2025
Suppressing Gradient Conflict for Generalizable Deepfake Detection Ming-Hui Liu Harry Cheng Xin Luo Xin-Shun Xu 120 0 0 29 Jul 2025
Handling Out-of-Distribution Data: A SurveyIEEE Transactions on Knowledge and Data Engineering (TKDE), 2025 L. Tamang Mohamed Reda Bouadjenek Richard Dazeley S. Aryal OOD OODD 226 3 0 25 Jul 2025
Domain Generalization via Pareto Optimal Gradient Matching Khoi Do Duong Nguyen Nam-Khanh Le Quoc-Viet Pham Binh-Son Hua Won Joo Hwang 106 1 0 16 Jul 2025
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization Youngjun Song Youngsik Hwang Jonghun Lee Heechang Lee Dong-Young Lim AAML 243 0 0 01 Jul 2025
FEDTAIL: Federated Long-Tailed Domain Generalization with Sharpness-Guided Gradient Matching Sunny Gupta Nikita Jangid Shounak Das Amit Sethi FedML 187 0 0 10 Jun 2025
Promoting Ensemble Diversity with Interactive Bayesian Distributional Robustness for Fine-tuning Foundation Models Ngoc-Quan Pham Tuan Truong Quyen Tran T. H. Nguyen Dinh Q. Phung T. Le 195 3 0 08 Jun 2025
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Lingyu Qiu Ke Jiang Xiaoyang Tan 273 0 0 27 May 2025
Do We Need All the Synthetic Data? Targeted Synthetic Image Augmentation via Diffusion Models Dang Nguyen Jiping Li Jinghao Zheng Baharan Mirzasoleiman DiffM 192 1 0 27 May 2025
Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning Lianbo Ma Jianlun Ma Yuee Zhou Guoyang Xie Qiang He Zhichao Lu MQ 262 1 0 08 May 2025
Mitigating Parameter Interference in Model Merging via Sharpness-Aware Fine-TuningInternational Conference on Learning Representations (ICLR), 2025 Yeoreum Lee Jinwook Jung Sungyong Baik MoMe 312 5 0 20 Apr 2025
CLIP-Powered Domain Generalization and Domain Adaptation: A Comprehensive Survey Jindong Li Yongqian Li Yali Fu Jiahong Liu Yixin Liu Menglin Yang Irwin King VLM 264 2 0 19 Apr 2025
Learning Fine-grained Domain Generalization via Hyperbolic State Space HallucinationAAAI Conference on Artificial Intelligence (AAAI), 2025 Qi Bi Jingjun Yi Haolan Zhan Wei Ji Gui-Song Xia 240 4 0 10 Apr 2025
Domain Generalization via Discrete Codebook Learning Shaocong Long Qianyu Zhou Xikun Jiang Chenhao Ying Lizhuang Ma Yuan Luo 174 1 0 09 Apr 2025
TestDG: Test-time Domain Generalization for Continual Test-time Adaptation Sohyun Lee N. Kim Juwon Kang Seong Joon Oh Suha Kwak OOD TTA 671 0 0 07 Apr 2025
Noise-Aware Generalization: Robustness to In-Domain Noise and Out-of-Domain Generalization Siqi Wang Aoming Liu Bryan A. Plummer OOD 203 0 0 03 Apr 2025
Generative Classifier for Domain Generalization Shaocong Long Qianyu Zhou Xuelong Li Chenhao Ying Yunhai Tong Lizhuang Ma Yuan Luo Dacheng Tao 218 0 0 03 Apr 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2025 Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 223 3 0 23 Mar 2025
Learning to Unlearn while Retaining: Combating Gradient Conflicts in Machine Unlearning Gaurav Patel Qiang Qiu MU 225 4 0 08 Mar 2025
Gradient-Guided Annealing for Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2025 Aristotelis Ballas Christos Diou OOD 1.2K 4 0 27 Feb 2025
START: A Generalized State Space Model with Saliency-Driven Token-Aware TransformationNeural Information Processing Systems (NeurIPS), 2024 Jintao Guo Lei Qi Yinghuan Shi Yang Gao 237 2 0 08 Jan 2025
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss LandscapesComputer Vision and Pattern Recognition (CVPR), 2024 Aodi Li Liansheng Zhuang Xiao Long Minghong Yao Shafei Wang 1.0K 4 0 18 Dec 2024
Meta Curvature-Aware Minimization for Domain Generalization Zhaoyu Chen Yiwen Ye Feilong Tang Yongsheng Pan Yong-quan Xia BDL 863 1 0 16 Dec 2024
DREAM: Domain-agnostic Reverse Engineering Attributes of Black-box ModelIEEE Transactions on Knowledge and Data Engineering (TKDE), 2024 Rongqing Li Jiaqi Yu Changsheng Li Tong Lu Ye Yuan Guoren Wang MLAU 295 0 0 08 Dec 2024
GAQAT: gradient-adaptive quantization-aware training for domain generalization Jiacheng Jiang Yuan Meng Chen Tang Han Yu Qun Li Zhi Wang Wenwu Zhu MQ 189 1 0 07 Dec 2024
(FL) $^2$ : Overcoming Few Labels in Federated Semi-Supervised LearningNeural Information Processing Systems (NeurIPS), 2024 Seungjoo Lee Thanh-Long V. Le Jaemin Shin Sung-Ju Lee FedML 230 6 0 30 Oct 2024
Implicit Regularization of Sharpness-Aware Minimization for Scale-Invariant ProblemsNeural Information Processing Systems (NeurIPS), 2024 Bingcong Li Liang Zhang Niao He 224 10 0 18 Oct 2024
Improving Generalization with Flat Hilbert Bayesian Inference Tuan Truong Quyen Tran Quan Pham-Ngoc Nhat Ho Dinh Q. Phung T. Le 342 3 0 05 Oct 2024
Gradient Alignment Improves Test-Time Adaptation for Medical Image SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2024 Ziyang Chen Yiwen Ye Yongsheng Pan Yong Xia 136 4 0 14 Aug 2024
DataFreeShield: Defending Adversarial Attacks without Training Data Hyeyoon Lee Kanghyun Choi Dain Kwon Sunjong Park Mayoore S. Jaiswal Noseong Park Jonghyun Choi Jinho Lee 217 0 0 21 Jun 2024
Fine-Grained Domain Generalization with Feature Structuralization Wenlong Yu Dongyue Chen Qilong Wang Qinghua Hu 280 0 0 13 Jun 2024
Enhancing Domain Adaptation through Prompt Gradient Alignment Hoang Phan Lam C. Tran Quyen Tran Trung Le 423 7 0 13 Jun 2024
Domain Generalization Guided by Large-Scale Pre-Trained Priors Zongbin Wang Bin Pan Shiyu Shen Tianyang Shi Zhenwei Shi AI4CE 234 1 0 09 Jun 2024
Domain Agnostic Conditional Invariant Predictions for Domain Generalization Zongbin Wang Bin Pan Zhenwei Shi OOD 176 0 0 09 Jun 2024
A Universal Class of Sharpness-Aware Minimization Algorithms B. Tahmasebi Ashkan Soleymani Dara Bahri Stefanie Jegelka Patrick Jaillet AAML 269 9 0 06 Jun 2024
ED-SAM: An Efficient Diffusion Sampling Approach to Domain Generalization in Vision-Language Foundation Models Thanh-Dat Truong Pawan Sinha Bhiksha Raj Jackson Cothren Khoa Luu DiffM VLM 215 2 0 03 Jun 2024
Sharpness-Aware Minimization Enhances Feature Quality via Balanced Learning Jacob Mitchell Springer Vaishnavh Nagarajan Aditi Raghunathan 285 10 0 30 May 2024
Locally Estimated Global Perturbations are Better than Local Perturbations for Federated Sharpness-aware Minimization Ziqing Fan Shengchao Hu Jiangchao Yao Gang Niu Ya Zhang Masashi Sugiyama Yanfeng Wang FedML 204 28 0 29 May 2024
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts Ruipeng Zhang Ziqing Fan Jiangchao Yao Ya Zhang Yanfeng Wang 214 7 0 29 May 2024
Cross-Domain Feature Augmentation for Domain GeneralizationInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Yingnan Liu Yingtian Zou Rui Qiao Fusheng Liu Yang Deng Wynne Hsu OOD 165 8 0 14 May 2024
PracticalDG: Perturbation Distillation on Vision-Language Models for Hybrid Domain Generalization Zining Chen Weiqiu Wang Zhicheng Zhao Fei Su Aidong Men Hongying Meng VLM 172 18 0 13 Apr 2024
DGMamba: Domain Generalization via Generalized State Space Model Shaocong Long Qianyu Zhou Hefei Ling Xuequan Lu Chenhao Ying Yuan Luo Lizhuang Ma Shuicheng Yan 243 16 0 11 Apr 2024
Flatness Improves Backbone Generalisation in Few-shot ClassificationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Rui Li Martin Trapp Talal Alrawajfeh Arno Solin 320 1 0 11 Apr 2024