Causality Inspired Representation Learning for Domain Generalization

27 March 2022

Fangrui Lv

Jian Liang

Shuang Li

Chi Harold Liu

Papers citing "Causality Inspired Representation Learning for Domain Generalization"

50 / 84 papers shown

Title
Empowering Vision Transformers with Multi-Scale Causal Intervention for Long-Tailed Image Classification Xiaoshuo Yan Z. Li Lei Meng Zhuang Qi Wei Wu Zixuan Li X. Meng CML BDL 28 0 0 13 May 2025
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 36 0 0 19 Apr 2025
Information Gain-Guided Causal Intervention for Autonomous Debiasing Large Language Models Zhouhao Sun Xiao Ding LI DU Yunpeng Xu Yixuan Ma Yang Zhao Bing Qin Ting Liu 22 0 0 17 Apr 2025
Generative Classifier for Domain Generalization Shaocong Long Qianyu Zhou X. Li Chenhao Ying Yunhai Tong Lizhuang Ma Yuan Luo Dacheng Tao 36 0 0 03 Apr 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 50 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 54 0 0 21 Mar 2025
Casual Inference via Style Bias Deconfounding for Domain Generalization Jiaxi Li Di Lin Hao Chen Hongying Liu Liang Wan Wei Feng OOD CML AI4CE 43 0 0 21 Mar 2025
GBlobs: Explicit Local Structure via Gaussian Blobs for Improved Cross-Domain LiDAR-based 3D Object Detection Dušan Malić Christian Fruhwirth-Reisinger Samuel Schulter Horst Possegger 3DPC 60 0 0 11 Mar 2025
Data-Efficient Generalization for Zero-shot Composed Image Retrieval Zining Chen Zhicheng Zhao Fei Su Xiaoqin Zhang Shijian Lu VLM 40 0 0 07 Mar 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 74 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 26 1 0 08 Jan 2025
SSL Framework for Causal Inconsistency between Structures and Representations Hang Chen Xinyu Yang Keqing Du Wenya Wang 48 2 0 03 Jan 2025
Dual Risk Minimization: Towards Next-Level Robustness in Fine-tuning Zero-Shot Models Kaican Li Weiyan Xie Yongxiang Huang Didan Deng Lanqing Hong Z. Li Ricardo Silva N. Zhang 62 0 0 29 Nov 2024
MLDGG: Meta-Learning for Domain Generalization on Graphs Q. Tian Chen Zhao Minglai Shao Wenjun Wang Yujie Lin Dong Li OOD AI4CE 82 1 0 19 Nov 2024
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal Mechanisms Boqi Chen Yuanzhi Zhu Yunke Ao Sebastiano Caprara Reto Sutter Gunnar Rätsch E. Konukoglu A. Susmelj MedIm DiffM OOD 46 0 0 07 Nov 2024
Domain Expansion and Boundary Growth for Open-Set Single-Source Domain Generalization Pengkun Jiao Na Zhao Jingjing Chen Yu-Gang Jiang OOD 26 0 0 05 Nov 2024
Fine-Tuning Pre-trained Language Models for Robust Causal Representation Learning Jialin Yu Yuxiang Zhou Yulan He Nevin L. Zhang Ricardo Silva 31 0 0 18 Oct 2024
Multimodal Clickbait Detection by De-confounding Biases Using Causal Representation Inference Jianxing Yu Shiqi Wang Han Yin Zhenlong Sun Ruobing Xie Bo Zhang Yanghui Rao CML 25 0 0 10 Oct 2024
Collision Avoidance for Multiple UAVs in Unknown Scenarios with Causal Representation Disentanglement Jiafan Zhuang Zihao Xia Gaofei Han Boxi Wang Wenji Li Dongliang Wang Zhifeng Hao Ruichu Cai Zhun Fan CML 19 0 0 04 Jul 2024
Invariant Correlation of Representation with Label: Enhancing Domain Generalization in Noisy Environments Gaojie Jin Ronghui Mu Xinping Yi Xiaowei Huang Lijun Zhang 57 0 0 01 Jul 2024
Gradual Divergence for Seamless Adaptation: A Novel Domain Incremental Learning Method Kishaan Jeeveswaran Elahe Arani Bahram Zonooz CLL 39 3 0 23 Jun 2024
Causality-inspired Latent Feature Augmentation for Single Domain Generalization Jian Xu Chaojie Ji Yankai Cao Ye Li Ruxin Wang OOD 19 0 0 10 Jun 2024
StyDeSty: Min-Max Stylization and Destylization for Single Domain Generalization Songhua Liu Xin Jin Xingyi Yang Jingwen Ye Xinchao Wang OOD 30 1 0 01 Jun 2024
Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Survey Thai-Hoc Vu Senthil Kumar Jagatheesaperumal Minh-Duong Nguyen Nguyen Van Huynh Sunghwan Kim Viet Quoc Pham 29 8 0 30 May 2024
Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection Yajing Liu Shijun Zhou Xiyao Liu Chunhui Hao Baojie Fan Jiandong Tian ObjD 29 10 0 24 May 2024
Like Humans to Few-Shot Learning through Knowledge Permeation of Vision and Text Yuyu Jia Qing Zhou Wei Huang Junyu Gao Qi. Wang VLM 22 1 0 21 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 21 3 0 10 May 2024
Causal Perception Inspired Representation Learning for Trustworthy Image Quality Assessment Lei Wang Desen Yuan AAML OOD 20 1 0 30 Apr 2024
IMO: Greedy Layer-Wise Sparse Representation Learning for Out-of-Distribution Text Classification with Pre-trained Models Tao Feng Lizhen Qu Zhuang Li Haolan Zhan Yuncheng Hua Gholamreza Haffari VLM 29 1 0 21 Apr 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 30 7 0 13 Apr 2024
Domain Generalization through Meta-Learning: A Survey Arsham Gholamzadeh Khoee Yinan Yu R. Feldt AI4CE OOD 30 15 0 03 Apr 2024
Unified Source-Free Domain Adaptation Song Tang Wenxin Su Mao Ye Jianwei Zhang Xiatian Zhu 83 5 0 12 Mar 2024
Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior Knowledge Yuting Zhang Haobo Lu Xin Liu Ying Chen Kaishun Wu 27 4 0 11 Mar 2024
Domain Adversarial Active Learning for Domain Generalization Classification Jianting Chen Ling Ding Yunxiao Yang Zaiyuan Di Yang Xiang OOD 27 0 0 10 Mar 2024
Causal Prototype-inspired Contrast Adaptation for Unsupervised Domain Adaptive Semantic Segmentation of High-resolution Remote Sensing Imagery Jingru Zhu Ya Guo Geng Sun Liang Hong Jie Chen 25 3 0 06 Mar 2024
Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization Deng Li Aming Wu Yaowei Wang Yahong Han OOD VLM 19 9 0 28 Feb 2024
Learning Generalizable Models via Disentangling Spurious and Enhancing Potential Correlations Na Wang Lei Qi Jintao Guo Yinghuan Shi Yang Gao OOD 22 4 0 11 Jan 2024
Preserving Silent Features for Domain Generalization Chujie Zhao Tianren Zhang Feng Chen 18 0 0 06 Jan 2024
Causal State Distillation for Explainable Reinforcement Learning Wenhao Lu Xufeng Zhao Thilo Fryen Jae Hee Lee Mengdi Li S. Magg Stefan Wermter CML 25 2 0 30 Dec 2023
Invariant Anomaly Detection under Distribution Shifts: A Causal Perspective João B. S. Carvalho Mengtao Zhang Robin Geyer C. Jiménez J. M. Buhmann 16 5 0 21 Dec 2023
Test-Time Domain Adaptation by Learning Domain-Aware Batch Normalization Yanan Wu Zhixiang Chi Yang Wang Konstantinos N. Plataniotis Songhe Feng OOD 14 15 0 15 Dec 2023
Diagnosing and Rectifying Fake OOD Invariance: A Restructured Causal Approach Ziliang Chen Yongsen Zheng Zhao-Rong Lai Quanlong Guan Liang Lin CML 11 1 0 15 Dec 2023
Aligning Non-Causal Factors for Transformer-Based Source-Free Domain Adaptation Sunandini Sanyal Ashish Ramayee Asokan Suvaansh Bhambri YM Pradyumna Akshay Ravindra Kulkarni Jogendra Nath Kundu R. V. Babu CML 25 2 0 27 Nov 2023
Generalizing to Unseen Domains in Diabetic Retinopathy Classification Chamuditha Jayanga Galappaththige Gayal Kuruppu Muhammad Haris Khan OOD 14 7 0 26 Oct 2023
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification Sravanti Addepalli Ashish Ramayee Asokan Lakshay Sharma R. V. Babu VLM 19 15 0 12 Oct 2023
Causal Unsupervised Semantic Segmentation Junho Kim Byung-Kwan Lee Yonghyun Ro 20 18 0 11 Oct 2023
Robustness-enhanced Uplift Modeling with Adversarial Feature Desensitization Zexu Sun Bowei He Ming Ma Jiakai Tang Yuchen Wang Chen-li Ma Dugang Liu 13 4 0 07 Oct 2023
Order-preserving Consistency Regularization for Domain Adaptation and Generalization Mengmeng Jing Xiantong Zhen Jingjing Li Cees G. M. Snoek 16 4 0 23 Sep 2023
INSURE: An Information Theory Inspired Disentanglement and Purification Model for Domain Generalization Xi Yu Huan-Hsin Tseng Shinjae Yoo Haibin Ling Yuewei Lin OOD 13 9 0 08 Sep 2023
CIParsing: Unifying Causality Properties into Multiple Human Parsing Xiaojia Chen Xuanhan Wang Lianli Gao Beitao Chen Jingkuan Song HenTao Shen 26 0 0 23 Aug 2023