Flatness-Aware Minimization for Domain Generalization

20 July 2023

Papers citing "Flatness-Aware Minimization for Domain Generalization"

26 / 26 papers shown

Title
CLIP-Powered Domain Generalization and Domain Adaptation: A Comprehensive Survey Jindong Li Y. Li Yali Fu Jiahong Liu Yixin Liu Menglin Yang Irwin King VLM 38 0 0 19 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
Single Domain Generalization with Adversarial Memory Hao Yan Marzi Heidari Yuhong Guo 97 0 0 08 Mar 2025
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes Aodi Li Liansheng Zhuang Xiao Long Minghong Yao Shafei Wang 180 0 0 18 Dec 2024
Meta Curvature-Aware Minimization for Domain Generalization Z. Chen Yiwen Ye Feilong Tang Yongsheng Pan Yong-quan Xia BDL 191 1 0 16 Dec 2024
Towards Understanding the Role of Sharpness-Aware Minimization Algorithms for Out-of-Distribution Generalization Samuel Schapiro Han Zhao 71 0 0 06 Dec 2024
QT-DoG: Quantization-aware Training for Domain Generalization Saqib Javed Hieu Le Mathieu Salzmann OOD MQ 28 1 0 08 Oct 2024
Improving Generalization with Flat Hilbert Bayesian Inference Tuan Truong Quyen Tran Quan Pham-Ngoc Nhat Ho Dinh Q. Phung Trung Le 18 0 0 05 Oct 2024
Asymptotic Unbiased Sample Sampling to Speed Up Sharpness-Aware Minimization Jiaxin Deng Junbiao Pang Baochang Zhang 66 1 0 12 Jun 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 37 7 0 13 Apr 2024
SETA: Semantic-Aware Token Augmentation for Domain Generalization Jintao Guo Lei Qi Yinghuan Shi Yang Gao ViT 34 1 0 18 Mar 2024
Unknown Domain Inconsistency Minimization for Domain Generalization Seungjae Shin Heesun Bae Byeonghu Na Yoon-Yeong Kim Il-Chul Moon 27 1 0 12 Mar 2024
A Survey on Evaluation of Out-of-Distribution Generalization Han Yu Jiashuo Liu Xingxuan Zhang Jiayun Wu Peng Cui OOD 44 8 0 04 Mar 2024
Seeking Flat Minima with Mean Teacher on Semi- and Weakly-Supervised Domain Generalization for Object Detection Ryosuke Furuta Yoichi Sato 21 0 0 30 Oct 2023
Rethinking the Evaluation Protocol of Domain Generalization Han Yu Xingxuan Zhang Renzhe Xu Jiashuo Liu Yue He Peng Cui OOD 24 7 0 24 May 2023
Sufficient Invariant Learning for Distribution Shift Taero Kim Sungjun Lim Kyungwoo Song OOD 29 2 0 24 Oct 2022
Diverse Weight Averaging for Out-of-Distribution Generalization Alexandre Ramé Matthieu Kirchmeyer Thibaud Rahier A. Rakotomamonjy Patrick Gallinari Matthieu Cord OOD 196 128 0 19 May 2022
Efficient Sharpness-aware Minimization for Improved Training of Neural Networks Jiawei Du Hanshu Yan Jiashi Feng Joey Tianyi Zhou Liangli Zhen Rick Siow Mong Goh Vincent Y. F. Tan AAML 107 132 0 07 Oct 2021
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 49 516 0 31 Aug 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 216 423 0 17 Feb 2021
Deep Domain-Adversarial Image Generation for Domain Generalisation Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 215 404 0 12 Mar 2020
The large learning rate phase of deep learning: the catapult mechanism Aitor Lewkowycz Yasaman Bahri Ethan Dyer Jascha Narain Sohl-Dickstein Guy Gur-Ari ODL 159 234 0 04 Mar 2020
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 215 901 0 02 Mar 2020
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 281 2,888 0 15 Sep 2016
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 177 9,327 0 28 May 2015
Domain Adaptation: Learning Bounds and Algorithms Yishay Mansour M. Mohri Afshin Rostamizadeh 179 789 0 19 Feb 2009