Learning to Generalize: Meta-Learning for Domain Generalization

10 October 2017

Da Li

Yongxin Yang

Yi-Zhe Song

Timothy M. Hospedales

OOD

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Papers citing "Learning to Generalize: Meta-Learning for Domain Generalization"

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Title
Domain-Adversarial Anatomical Graph Networks for Cross-User Human Activity Recognition Xiaozhou Ye Kevin I-Kai Wang 26 0 0 08 May 2025
CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series Tian-Shing Lan Yifei Gao Yimeng Lu Chen Zhang 53 0 0 01 May 2025
Learning Fine-grained Domain Generalization via Hyperbolic State Space Hallucination Qi Bi Jingjun Yi Haolan Zhan Wei Ji Gui-Song Xia 46 1 0 10 Apr 2025
Decentralized Federated Domain Generalization with Style Sharing: A Formal Modeling and Convergence Analysis Shahryar Zehtabi Dong-Jun Han Seyyedali Hosseinalipour Christopher G. Brinton FedML AI4CE 45 0 0 08 Apr 2025
FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation Dong Zhao Jinlong Li Shuang Wang Mengyao Wu Qi Zang N. Sebe Zhun Zhong 141 0 0 23 Mar 2025
A Language Anchor-Guided Method for Robust Noisy Domain Generalization Zilin Dai Lehong Wang Fangzhou Lin Yidong Wang Zhigang Li Kazunori D Yamada Ziming Zhang Wang Lu 125 0 0 21 Mar 2025
UAS Visual Navigation in Large and Unseen Environments via a Meta Agent Yuci Han Charles Toth Alper Yilmaz 59 0 0 20 Mar 2025
When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach Vaibhav Rathore S. Bagchi Saikat Dutta Sarthak Mehrotra Zsolt Kira Biplab Banerjee OOD 76 1 0 19 Mar 2025
Towards Hardware Supported Domain Generalization in DNN-Based Edge Computing Devices for Health Monitoring Johnson Loh Lyubov Dudchenko Justus Viga T. Gemmeke 57 0 0 12 Mar 2025
What's in a Latent? Leveraging Diffusion Latent Space for Domain Generalization Xavier Thomas Deepti Ghadiyaram DiffM 92 0 0 09 Mar 2025
Single Domain Generalization with Adversarial Memory Hao Yan Marzi Heidari Yuhong Guo 94 0 0 08 Mar 2025
Predicting Practically? Domain Generalization for Predictive Analytics in Real-world Environments Hanyu Duan Yi Yang Ahmed Abbasi K. Tam OOD 92 0 0 05 Mar 2025
Generalizable Prompt Learning of CLIP: A Brief Overview Fangming Cui Yonggang Zhang Xuan Wang Xule Wang Liang Xiao VPVLM VLM 153 0 0 03 Mar 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 160 0 0 27 Feb 2025
GDO: Gradual Domain Osmosis Zixi Wang Yubo Huang 148 0 0 31 Jan 2025
Point-PRC: A Prompt Learning Based Regulation Framework for Generalizable Point Cloud Analysis Hongyu Sun Qiuhong Ke Y. Wang Wang Chen Kang Yang Deying Li Jianfei Cai 3DPC 77 3 0 17 Jan 2025
Empirical likelihood for Fréchet means on open books Karthik Bharath Huiling Le A. Wood Xi Yan 108 3 0 25 Dec 2024
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
Rethinking Meta-Learning from a Learning Lens Jingyao Wang Wenwen Qiang Chuxiong Sun Lingyu Si Jiangmeng Li 43 1 0 13 Sep 2024
In-Situ Fine-Tuning of Wildlife Models in IoT-Enabled Camera Traps for Efficient Adaptation Mohammad Mehdi Rastikerdar Jin Huang Hui Guan Deepak Ganesan 61 0 0 12 Sep 2024
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis Qiang Qiao Wenyu Wang Meixia Qu Kun Su Bin Jiang Qiang Guo 25 2 0 07 Sep 2024
Robust Domain Generalization for Multi-modal Object Recognition Yuxin Qiao Keqin Li Junhong Lin Rong Wei Chufeng Jiang Yang Luo Haoyu Yang VLM 34 26 0 11 Aug 2024
Invariant Correlation of Representation with Label: Enhancing Domain Generalization in Noisy Environments Gaojie Jin Ronghui Mu Xinping Yi Xiaowei Huang Lijun Zhang 67 0 0 01 Jul 2024
GM-DF: Generalized Multi-Scenario Deepfake Detection Yingxin Lai Zitong Yu Jing Yang Bin Li Xiangui Kang Linlin Shen 30 7 0 28 Jun 2024
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation Dunyuan Xu Xi Wang Jingyang Zhang Pheng-Ann Heng MedIm CLL 93 0 0 26 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
Causality-inspired Latent Feature Augmentation for Single Domain Generalization Jian Xu Chaojie Ji Yankai Cao Ye Li Ruxin Wang OOD 29 0 0 10 Jun 2024
Feature contamination: Neural networks learn uncorrelated features and fail to generalize Tianren Zhang Chujie Zhao Guanyu Chen Yizhou Jiang Feng Chen OOD MLT OODD 77 3 0 05 Jun 2024
Towards a Better Evaluation of Out-of-Domain Generalization Duhun Hwang Suhyun Kang Moonjung Eo Jimyeong Kim Wonjong Rhee 56 0 0 30 May 2024
Non-stationary Domain Generalization: Theory and Algorithm Thai-Hoang Pham Xueru Zhang Ping Zhang OOD 48 1 0 10 May 2024
PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurement Jiyao Wang Hao Lu Ange Wang Xiao Yang Ying Chen Dengbo He Kaishun Wu 23 3 0 10 May 2024
Shared learning of powertrain control policies for vehicle fleets Lindsey Kerbel B. Ayalew Andrej Ivanco 29 0 0 27 Apr 2024
Unknown Prompt, the only Lacuna: Unveiling CLIP's Potential for Open Domain Generalization Mainak Singha Ankit Jha Shirsha Bose Ashwin Nair Moloud Abdar Biplab Banerjee VLM 39 10 0 31 Mar 2024
Domain Generalizable Person Search Using Unreal Dataset Minyoung Oh Duhyun Kim Jae-Young Sim OOD 29 2 0 31 Mar 2024
Advancing Extrapolative Predictions of Material Properties through Learning to Learn Kohei Noda Araki Wakiuchi Yoshihiro Hayashi Ryo Yoshida AI4CE 38 0 0 25 Mar 2024
M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling Xudong Sun Nutan Chen Alexej Gossmann Yu Xing Carla Feistner ... Felix Drost Daniele Scarcella Lisa Beer Carsten Marr Carsten Marr 59 1 0 20 Mar 2024
Fine-tuning with Very Large Dropout Jianyu Zhang Léon Bottou 39 1 0 01 Mar 2024
Generalizing Reward Modeling for Out-of-Distribution Preference Learning Chen Jia 34 2 0 22 Feb 2024
Domain Generalization with Small Data Kecheng Chen Elena Gal Hong Yan Haoliang Li OOD 21 5 0 09 Feb 2024
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views Yuji Roh Qingyun Liu Huan Gui Zhe Yuan Yujin Tang ... Liang Liu Shuchao Bi Lichan Hong Ed H. Chi Zhe Zhao 43 1 0 07 Feb 2024
HCVP: Leveraging Hierarchical Contrastive Visual Prompt for Domain Generalization Guanglin Zhou Zhongyi Han Shiming Chen Biwei Huang Liming Zhu Tongliang Liu Lina Yao Kun Zhang 32 3 0 18 Jan 2024
Any-Way Meta Learning Junhoo Lee Yearim Kim Hyunho Lee Nojun Kwak 26 0 0 10 Jan 2024
Preserving Silent Features for Domain Generalization Chujie Zhao Tianren Zhang Feng Chen 23 0 0 06 Jan 2024
Improving Intrusion Detection with Domain-Invariant Representation Learning in Latent Space Padmaksha Roy Tyler Cody Himanshu Singhal Kevin Choi Ming Jin OOD 24 1 0 28 Dec 2023
Revisiting Knowledge Distillation under Distribution Shift Songming Zhang Ziyu Lyu Xiaofeng Chen 29 1 0 25 Dec 2023
Open Domain Generalization with a Single Network by Regularization Exploiting Pre-trained Features Inseop Chung Kiyoon Yoo Nojun Kwak VLM 16 0 0 08 Dec 2023
Meta ControlNet: Enhancing Task Adaptation via Meta Learning Junjie Yang Jinze Zhao Peihao Wang Zhangyang Wang Yingbin Liang 28 2 0 03 Dec 2023
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing Avigyan Bhattacharya Mainak Singha Ankit Jha Biplab Banerjee SSL VLM 19 6 0 27 Nov 2023