Generalizing to Unseen Domains: A Survey on Domain Generalization

2 March 2021

Papers citing "Generalizing to Unseen Domains: A Survey on Domain Generalization"

50 / 570 papers shown

Title
NeuRN: Neuro-inspired Domain Generalization for Image Classification Hamd Jalil Ahmed Qazi Asim Iqbal OOD MedIm 12 0 0 11 May 2025
Learning Unknown Spoof Prompts for Generalized Face Anti-Spoofing Using Only Real Face Images Fangling Jiang Qi Li Weining Wang Wei Shen Bing Liu Zhenan Sun AAML 31 0 0 06 May 2025
Risk Analysis and Design Against Adversarial Actions M. Campi A. Carè Luis G. Crespo S. Garatti Federico A. Ramponi AAML 20 0 0 02 May 2025
Investigating Task Arithmetic for Zero-Shot Information Retrieval Marco Braga Pranav Kasela Alessandro Raganato G. Pasi RALM 61 0 0 01 May 2025
DataS^3: Dataset Subset Selection for Specialization Neha Hulkund Alaa Maalouf Levi Cai Daniel Yang T. Wang ... Ken Goldberg Hannah Kerner Irene Chen Yogesh A. Girdhar Sara Beery 18 0 0 22 Apr 2025
A Knowledge-Informed Deep Learning Paradigm for Generalizable and Stability-Optimized Car-Following Models C. Wang Dongyao Jia Wei Wang Dong Ngoduy Bei Peng Jianping Wang 14 0 0 19 Apr 2025
COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts Jiansheng Li Xingxuan Zhang Hao Zou Yige Guo Renzhe Xu Yilong Liu Chuzhao Zhu Yue He Peng Cui VLM 32 0 0 14 Apr 2025
Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization Lin Zhu Yifeng Yang Zichao Nie Yuan Gao VLM 23 3 0 13 Apr 2025
Analogical Learning for Cross-Scenario Generalization: Framework and Application to Intelligent Localization Zirui Chen Zhaoyang Zhang Ziqing Xing Ridong Li Zhaohui Yang Richeng Jin Chongwen Huang YuZhi Yang Mérouane Debbah 16 0 0 09 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 30 0 0 08 Apr 2025
The Effects of Grouped Structural Global Pruning of Vision Transformers on Domain Generalisation Hamza Riaz A. Smeaton ViT 27 0 0 05 Apr 2025
Compressing 3D Gaussian Splatting by Noise-Substituted Vector Quantization Haishan Wang Mohammad Hassan Vali Arno Solin 3DGS 46 0 0 03 Apr 2025
Adapting Large Language Models for Multi-Domain Retrieval-Augmented-Generation Alexandre Misrahi Nadezhda Chirkova Maxime Louis Vassilina Nikoulina RALM 74 0 0 03 Apr 2025
Partial Transportability for Domain Generalization Kasra Jalaldoust Alexis Bellot Elias Bareinboim OOD 57 5 0 30 Mar 2025
Unsupervised Anomaly Detection in Multivariate Time Series across Heterogeneous Domains Vincent Jacob Y. Diao AI4TS 37 0 0 29 Mar 2025
Causal invariant geographic network representations with feature and structural distribution shifts Yuhan Wang Silu He Qinyao Luo Hongyuan Yuan Ling Zhao Jiawei Zhu Haifeng Li OOD 51 0 0 25 Mar 2025
Explaining Domain Shifts in Language: Concept erasing for Interpretable Image Classification Zequn Zeng Yudi Su Jianqiao Sun Tiansheng Wen Hao Zhang Zhengjue Wang Bo Chen Hongwei Liu Jiawei Ma VLM 48 0 0 24 Mar 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 45 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 43 0 0 21 Mar 2025
Truthful Elicitation of Imprecise Forecasts Anurag Singh Siu Lun Chau Krikamol Muandet 50 0 0 20 Mar 2025
Rethinking Robustness in Machine Learning: A Posterior Agreement Approach João B. S. Carvalho Alessandro Torcinovich Victor Jimenez Rodriguez Antonio Emanuele Cinà Carlos Cotrini Lea Schönherr J. M. Buhmann OOD 58 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 74 1 0 19 Mar 2025
Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection Leonardo Henrique de Melo G. Bertoli Michele Nogueira A. Santos Lourenço Alves Pereira Junior 43 0 0 18 Mar 2025
Uncertainty Quantification for Data-Driven Machine Learning Models in Nuclear Engineering Applications: Where We Are and What Do We Need? Xu Wu L. Moloko P. Bokov Gregory K. Delipei Joshua Kaizer K. Ivanov AI4CE 37 0 0 16 Mar 2025
Bio-Inspired Plastic Neural Networks for Zero-Shot Out-of-Distribution Generalization in Complex Animal-Inspired Robots Binggwong Leung Worasuchad Haomachai J. Pedersen S. Risi Poramate Manoonpong OODD 64 0 0 16 Mar 2025
Handling Domain Shifts for Anomalous Sound Detection: A Review of DCASE-Related Work Kevin Wilkinghoff Takuya Fujimura Keisuke Imoto Jonathan Le Roux Zheng-Hua Tan T. Toda 43 0 0 13 Mar 2025
Robusto-1 Dataset: Comparing Humans and VLMs on real out-of-distribution Autonomous Driving VQA from Peru Dunant Cusipuma David Ortega Victor Flores-Benites Arturo Deza OOD 93 0 0 10 Mar 2025
ValuePilot: A Two-Phase Framework for Value-Driven Decision-Making Yitong Luo Hou Hei Lam Ziang Chen Zhenliang Zhang Xue Feng 54 0 0 06 Mar 2025
Predicting Practically? Domain Generalization for Predictive Analytics in Real-world Environments Hanyu Duan Yi Yang Ahmed Abbasi K. Tam OOD 69 0 0 05 Mar 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 51 0 0 27 Feb 2025
Invariance Pair-Guided Learning: Enhancing Robustness in Neural Networks Martin Surner Abdelmajid Khelil Ludwig Bothmann OOD 41 0 0 26 Feb 2025
A Cooperative Multi-Agent Framework for Zero-Shot Named Entity Recognition Zihan Wang Ziqi Zhao Yougang Lyu Z. Chen Maarten de Rijke Z. Z. Ren 56 3 0 25 Feb 2025
Stein Discrepancy for Unsupervised Domain Adaptation Anneke von Seeger Dongmian Zou Gilad Lerman 79 0 0 24 Feb 2025
Towards Robust ESG Analysis Against Greenwashing Risks: Aspect-Action Analysis with Cross-Category Generalization Keane Ong Rui Mao Deeksha Varshney Erik Cambria G. Mengaldo 46 0 0 20 Feb 2025
SMART: Self-Aware Agent for Tool Overuse Mitigation Cheng Qian Emre Can Acikgoz H. Wang X. Chen Avirup Sil Dilek Hakkani-Tür Gökhan Tür Heng Ji LLMAG KELM LRM 55 4 0 17 Feb 2025
GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution Shifts Sameer Ambekar Zehao Xiao Xiantong Zhen Cees G. M. Snoek OOD 60 0 0 15 Feb 2025
Privacy-Preserving Dataset Combination Keren Fuentes Mimee Xu Irene Chen 31 0 0 09 Feb 2025
Towards Robust and Generalizable Lensless Imaging with Modular Learned Reconstruction Eric Bezzam Yohann Perron M. Vetterli 47 0 0 03 Feb 2025
COLA: COarse-LAbel multi-source LiDAR semantic segmentation for autonomous driving Jules Sanchez Jean-Emmanuel Deschaud Franccois Goulette 41 1 0 28 Jan 2025
START: A Generalized State Space Model with Saliency-Driven Token-Aware Transformation Jintao Guo Lei Qi Yinghuan Shi Yang Gao 18 1 0 08 Jan 2025
Dr. Tongue: Sign-Oriented Multi-label Detection for Remote Tongue Diagnosis Yiliang Chen Steven SC Ho Cheng Xu Yao Jie Xie Wing-Fai Yeung Shengfeng He Jing Qin LM&MA 28 0 0 06 Jan 2025
Information Subtraction: Learning Representations for Conditional Entropy Keng Hou Leong Yuxuan Xiu Wai Kin Chan 28 0 0 02 Jan 2025
Empirical likelihood for Fréchet means on open books Karthik Bharath Huiling Le A. Wood Xi Yan 108 0 0 25 Dec 2024
Gaze Label Alignment: Alleviating Domain Shift for Gaze Estimation Guanzhong Zeng Jingjing Wang Zefu Xu Pengwei Yin Wenqi Ren Di Xie Jiang Zhu 74 0 0 20 Dec 2024
Generalizable Sensor-Based Activity Recognition via Categorical Concept Invariant Learning Di Xiong Shuoyuan Wang Lei Zhang Wenbo Huang Chaolei Han 59 0 0 18 Dec 2024
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes Aodi Li Liansheng Zhuang Xiao Long Minghong Yao Shafei Wang 86 0 0 18 Dec 2024
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging Yimu Pan Sitao Zhang Alison D. Gernand Jeffery A. Goldstein J. Z. Wang 62 1 0 17 Dec 2024
Meta Curvature-Aware Minimization for Domain Generalization Z. Chen Yiwen Ye Feilong Tang Yongsheng Pan Yong-quan Xia BDL 94 1 0 16 Dec 2024
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 66 0 0 15 Dec 2024
UCDR-Adapter: Exploring Adaptation of Pre-Trained Vision-Language Models for Universal Cross-Domain Retrieval Haoyu Jiang Zhi-Qi Cheng Gabriel Moreira Jiawen Zhu Jingdong Sun Bukun Ren Jun-Yan He Qi Dai Xian-Sheng Hua VLM 68 0 0 14 Dec 2024