Sharpness-Aware Gradient Matching for Domain Generalization

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
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 48 0 0 08 May 2025
Mitigating Parameter Interference in Model Merging via Sharpness-Aware Fine-Tuning Yeoreum Lee Jinwook Jung Sungyong Baik MoMe 45 0 0 20 Apr 2025
CLIP-Powered Domain Generalization and Domain Adaptation: A Comprehensive Survey Jindong Li Yong Li Yali Fu Jiahong Liu Yixin Liu Menglin Yang Irwin King VLM 41 0 0 19 Apr 2025
Learning Fine-grained Domain Generalization via Hyperbolic State Space Hallucination Qi Bi Jingjun Yi Haolan Zhan Wei Ji Gui-Song Xia 49 1 0 10 Apr 2025
Domain Generalization via Discrete Codebook Learning Shaocong Long Qianyu Zhou Xikun Jiang Chenhao Ying Lizhuang Ma Yuan Luo 41 1 0 09 Apr 2025
DiCoTTA: Domain-invariant Learning for Continual Test-time Adaptation Sohyun Lee N. Kim Juwon Kang Seong Joon Oh Suha Kwak 94 0 0 07 Apr 2025
Generative Classifier for Domain Generalization Shaocong Long Qianyu Zhou Xiaomeng Li Chenhao Ying Yunhai Tong Lizhuang Ma Yuan Luo Dacheng Tao 41 0 0 03 Apr 2025
Noise-Aware Generalization: Robustness to In-Domain Noise and Out-of-Domain Generalization Siqi Wang Aoming Liu Bryan A. Plummer OOD 41 0 0 03 Apr 2025
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization Youngjun Song Youngsik Hwang Jonghun Lee Heechang Lee Dong-Young Lim AAML 49 0 0 30 Mar 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 61 0 0 23 Mar 2025
Learning to Unlearn while Retaining: Combating Gradient Conflicts in Machine Unlearning Gaurav Patel Qiang Qiu MU 62 1 0 08 Mar 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 198 0 0 27 Feb 2025
START: A Generalized State Space Model with Saliency-Driven Token-Aware Transformation Jintao Guo Lei Qi Yinghuan Shi Yang Gao 31 1 0 08 Jan 2025
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes Aodi Li Liansheng Zhuang Xiao Long Minghong Yao Shafei Wang 207 0 0 18 Dec 2024
Meta Curvature-Aware Minimization for Domain Generalization Zhaoyu Chen Yiwen Ye Feilong Tang Yongsheng Pan Yong-quan Xia BDL 218 1 0 16 Dec 2024
DREAM: Domain-agnostic Reverse Engineering Attributes of Black-box Model Rongqing Li Jiaqi Yu Changsheng Li Wenhan Luo Ye Yuan Guoren Wang MLAU 83 0 0 08 Dec 2024
(FL) $^2$ : Overcoming Few Labels in Federated Semi-Supervised Learning Seungjoo Lee Thanh-Long V. Le Jaemin Shin Sung-Ju Lee FedML 42 1 0 30 Oct 2024
Implicit Regularization of Sharpness-Aware Minimization for Scale-Invariant Problems Bingcong Li Liang Zhang Niao He 46 3 0 18 Oct 2024
Improving Generalization with Flat Hilbert Bayesian Inference Tuan Truong Quyen Tran Quan Pham-Ngoc Nhat Ho Dinh Q. Phung Trung Le 31 0 0 05 Oct 2024
Gradient Alignment Improves Test-Time Adaptation for Medical Image Segmentation Ziyang Chen Yiwen Ye Yongsheng Pan Yong Xia 27 1 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 36 0 0 21 Jun 2024
Fine-Grained Domain Generalization with Feature Structuralization Wenlong Yu Dongyue Chen Qilong Wang Qinghua Hu 36 0 0 13 Jun 2024
Enhancing Domain Adaptation through Prompt Gradient Alignment Hoang Phan Lam C. Tran Quyen Tran Trung Le 52 0 0 13 Jun 2024
Domain Generalization Guided by Large-Scale Pre-Trained Priors Zongbin Wang Bin Pan Shiyu Shen Tianyang Shi Zhenwei Shi AI4CE 26 0 0 09 Jun 2024
Domain Agnostic Conditional Invariant Predictions for Domain Generalization Zongbin Wang Bin Pan Zhenwei Shi OOD 45 0 0 09 Jun 2024
A Universal Class of Sharpness-Aware Minimization Algorithms B. Tahmasebi Ashkan Soleymani Dara Bahri Stefanie Jegelka Patrick Jaillet AAML 57 2 0 06 Jun 2024
ED-SAM: An Efficient Diffusion Sampling Approach to Domain Generalization in Vision-Language Foundation Models Thanh-Dat Truong Xin Li Bhiksha Raj Jackson Cothren Khoa Luu DiffM VLM 54 1 0 03 Jun 2024
Sharpness-Aware Minimization Enhances Feature Quality via Balanced Learning Jacob Mitchell Springer Vaishnavh Nagarajan Aditi Raghunathan 44 5 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 44 11 0 29 May 2024
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts Ruipeng Zhang Ziqing Fan Jiangchao Yao Ya Zhang Yanfeng Wang 38 7 0 29 May 2024
Cross-Domain Feature Augmentation for Domain Generalization Yingnan Liu Yingtian Zou Rui Qiao Fusheng Liu M. Lee W. Hsu OOD 46 4 0 14 May 2024
PracticalDG: Perturbation Distillation on Vision-Language Models for Hybrid Domain Generalization Zining Chen Weiqiu Wang Zhaohui Hou Zhicheng Zhao Aidong Men Hongying Meng VLM 37 7 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 51 9 0 11 Apr 2024
Flatness Improves Backbone Generalisation in Few-shot Classification Rui Li Martin Trapp Marcus Klasson Arno Solin 45 0 0 11 Apr 2024
CHAIN: Enhancing Generalization in Data-Efficient GANs via lipsCHitz continuity constrAIned Normalization Yao Ni Piotr Koniusz AI4CE GAN 40 1 0 31 Mar 2024
DPStyler: Dynamic PromptStyler for Source-Free Domain Generalization Yunlong Tang Yuxuan Wan Lei Qi Xin Geng VLM 38 4 0 25 Mar 2024
SETA: Semantic-Aware Token Augmentation for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao ViT 36 2 0 18 Mar 2024
Unknown Domain Inconsistency Minimization for Domain Generalization Seungjae Shin Heesun Bae Byeonghu Na Yoon-Yeong Kim Il-Chul Moon 39 2 0 12 Mar 2024
Domain Adversarial Active Learning for Domain Generalization Classification Jianting Chen Ling Ding Yunxiao Yang Zaiyuan Di Yang Xiang OOD 40 0 0 10 Mar 2024
Gradient Alignment for Cross-Domain Face Anti-Spoofing B. Le Simon S. Woo CVBM 46 19 0 29 Feb 2024
GeneOH Diffusion: Towards Generalizable Hand-Object Interaction Denoising via Denoising Diffusion Xueyi Liu Li Yi DiffM 39 18 0 22 Feb 2024
HCVP: Leveraging Hierarchical Contrastive Visual Prompt for Domain Generalization Guanglin Zhou Zhongyi Han Shiming Chen Erdun Gao Liming Zhu Tongliang Liu Lina Yao Kun Zhang 32 3 0 18 Jan 2024
VLLaVO: Mitigating Visual Gap through LLMs Shuhao Chen Yulong Zhang Weisen Jiang Jiangang Lu Yu Zhang VLM 54 2 0 06 Jan 2024
Fast-Slow Test-Time Adaptation for Online Vision-and-Language Navigation Junyu Gao Xuan Yao Changsheng Xu TTA 30 3 0 22 Nov 2023
Seeking Flat Minima with Mean Teacher on Semi- and Weakly-Supervised Domain Generalization for Object Detection Ryosuke Furuta Yoichi Sato 37 0 0 30 Oct 2023
Domain Generalisation via Risk Distribution Matching Toan Nguyen Kien Do Bao Duong T. Nguyen OOD 39 3 0 28 Oct 2023
Generalizing to Unseen Domains in Diabetic Retinopathy Classification Chamuditha Jayanga Galappaththige Gayal Kuruppu Muhammad Haris Khan OOD 24 7 0 26 Oct 2023
FlatMatch: Bridging Labeled Data and Unlabeled Data with Cross-Sharpness for Semi-Supervised Learning Zhuo Huang Li Shen Jun-chen Yu Bo Han Tongliang Liu FedML 29 21 0 25 Oct 2023
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification Sravanti Addepalli Ashish Ramayee Asokan Lakshay Sharma R. V. Babu VLM 24 15 0 12 Oct 2023
Enhancing Sharpness-Aware Optimization Through Variance Suppression Bingcong Li G. Giannakis AAML 28 19 0 27 Sep 2023