Cross-Domain Generalization

Follow this topic Ask about this topic

Momentum

18 papers in the last four weeks, up 29% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28

Latest papers 126

All topics

Exploring Dualistic Meta-Learning to Enhance Domain Generalization in Open Set Scenarios
Jun 22, 2026Xiran Wang, Jian Zhang, Lei Qi +2Meta-Learning Domain Generalization
State Key Laboratory for Novel Software Technology, Nanjing University, China · School of Computer Science and Engineering, Southeast University, China
Connect the Dots: Training LLMs for Long-Lifecycle Agents with Cross-Domain Generalization Via Reinforcement Learning
Jun 18, 2026Yanxi Chen, Weijie Shi, Boyi Hu +6Continual Learning for LLM Agents Cross-Domain Generalization
Alibaba Group · Hong Kong University of Science and Technology · The University of Hong Kong
FlowFake: Liquid Networks for Audio Deepfake Detection
Jun 17, 2026Shivaay Dhondiyal, Divyansh Sharma, Dinesh Kumar VishwakarmaAudio Deepfake Detection Cross-Domain Generalization
Delhi Technological University, New Delhi, India.
Forged Calamity: Benchmark for Cross-Domain Synthetic Disaster Detection in the Age of Diffusion
Jun 17, 2026Duc-Manh Phan, Quoc-Duy Tran, Duy-Khang Do +9Cross-Domain Generalization AI-Generated Image Detection
University of Science, VNU-HCM, Ho Chi Minh, Vietnam · Vietnam National University, Ho Chi Minh, Vietnam · University of Information technology, VNU-HCM, Ho Chi Minh, Vietnam +2
Half a Link can Be Enough to Predict a Whole Link: Understanding Generalization in Knowledge Graph Foundation Models
Jun 16, 2026Cosimo Gregucci, Obaidah Theeb, Daniel Hernandez +2Cross-Domain Generalization Graph Foundation Models
Institute for AI, University of Stuttgart · University of Edinburgh · University of Southampton
Multimodal LLM-Empowered Re-Ranking for Generalizable Person Re-Identification
Jun 15, 2026Jiachen Li, Xiaojin GongMultimodal Reranking Multimodal Large Language Models
College of Information Science and Electronic Engineering Zhejiang University
XPASS-Vis: A Dataset for Cross-Domain Personalized Image Aesthetic Assessment
Jun 14, 2026Takato Hayashi, Hiroaki Takahara, Candy Olivia Mawalim +4Personalized Image Aesthetics Assessment Cross-Domain Generalization
Japan Advanced Institute of Science and Technology, 1-1 Asahidai, Nomi, Ishikawa 923-1292, Japan · Communication Science Laboratories, NTT, Inc.,2026 Atsugi-shi 243-0198, Japan
Value-order Decomposition for Generalist Anomaly Detection
Jun 12, 2026Miaoyun Zhao, Jing Chen, Miaoni Zhao +1Industrial Anomaly Detection Representation Disentanglement
Dalian University of Technology · Key Laboratory of Social Computing and Cognitive Intelligence (Dalian University of Technology), Ministry of Education, Dalian, China · Xi’an Chang’an Vanke City Primary School
Small LLMs for Biomedical Claim Verification: Cost-Effective Fine-Tuning, Structural Dataset Shortcuts, and Cross-Domain Generalization
Jun 11, 2026Gaurav KumarClaim Verification LLM Fine-Tuning
Moveworks AI · University of California San Diego
A Zero-shot Generalized Graph Anomaly Detection Framework via Node Reconstruction
Jun 10, 2026Phan Nguyen, Dat Cao, Hien Chu +1Cross-Domain Generalization Reconstruction-Based Anomaly Detection
School of Computing, KAIST
RT-SDGOD: Real-Time Single-Domain Generalized Object Detection
Jun 8, 2026Yupeng Zhang, Fangzhuo Gao, Ruize Han +2Detection Transformer Cross-Domain Generalization
College of Intelligence and Computing, Tianjin University · Key Research Center for Surface Monitoring and Analysis of Relics, State Administration of Cultural Heritage · Faculty of Computer Science and Artificial Intelligence, Shenzhen University of Advanced Technology
X-Palm: Paired Multispectral-to-Smartphone Dataset for Cross-Domain Palmprint Authentication
Jun 7, 2026Jamal Seyedmohammadi, Pai Chet Ng, Angelo Genovese +3Biometric Identification Cross-Domain Generalization
Singapore Institute of Technology · Università degli Studi di Milano · University of Toronto
A Graph Foundation Model with Spectral Parsing and Prototype-Guided Spatial Propagation
Jun 2, 2026Ankang Yang, Jitao Zhao, Dongxiao He +3Graph Neural Networks Cross-Domain Generalization
School of Computer Science and Technology Tianjin University Tianjin, China · School of Artificial Intelligence Hebei University of Technology Tianjin, China · Department of Health Technology and Informatics Department of Data Science and Artificial Intelligence The Hong Kong Polytechnic University Kowloon, Hong Kong
RESCAST-100K: A Comprehensive Dataset for Cross-Domain Residential Load and Indoor Temperature Forecasting
Jun 1, 2026Jainam Dhruva, Yousaf Raza, A. B. Siddique +1Multivariate Time Series Forecasting Synthetic-to-Real Domain Adaptation
Department of Computer Science University of Kentucky Lexington, KY 40506
Evaluating Real-World Generalizability of Algorithm Selection Models
Jun 1, 2026Gjorgjina Cenikj, Jakub Kudela, Eva Tuba +1Algorithm Selection Cross-Domain Generalization
Computer Systems Department Jožef Stefan Institute Ljubljana, Slovenia · Brno University of Technology Brno, Czech Republic
UME: A Unified Meta-Generalization Framework for Cross-Domain ETA
May 31, 2026Duo Wang, Qiong Wu, Jianguo Wu +9Event Time Prediction Meta-Learning
Peking University · Meituan
Routing on the Stiefel Manifold: When Does Adaptive Subspace Selection Help for Cross-Domain EEG Decoding?
May 29, 2026Isabella Costa Maia, Pedro L. C. Rodrigues, Salem Said +1Cross-Subject EEG Decoding Stiefel Manifold Optimization
GIPSA-lab, University Grenoble Alpes, CNRS, Grenoble-INP · Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK · Univ. Grenoble Alpes, CNRS, Grenoble INP, LJK
REED: Post-Training Representation Editing for Cross-Domain Linguistic Steganalysis
May 27, 2026Ruohan Lei, Jianxin Gao, Wanli Peng +1Cross-Domain Generalization Representation Engineering
China Agricultural University, Beijing, China · Jiangsu Normal University, Xuzhou, China
Towards Generalization-Oriented Models for Vehicle Routing Problems with Mixture-of-Experts
May 26, 2026Changhao Miao, Yuntian Zhang, Tongyu Wu +2Reinforcement Learning Adaptive Model Routing
State Key Laboratory of Autonomous Intelligent Unmanned Systems, Beijing Institute of Technology, Beijing 100081, China · Department of Computer, Control and Management Engineering “Antonio Ruberti”, Sapienza University of Rome, Rome, 00185, Italy · School of AI, Beijing Institute of Technology, Beijing 100081, China
Few-shot Cross-country Generalization of Tabular Machine Learning and Foundation Models for Childhood Anemia Prediction under Distribution Shift
May 26, 2026Yusuf Brima, Marcellin Atemkeng, Lansana Hassim Kallon +4Tabular Foundation Models Few-Shot Learning
Computer Vision, Institute of Cognitive Science, Osnabrück University, Germany · Department of Mathematics, Rhodes University, South Africa · National Institute for Theoretical and computational Sciences (NITheCS), Stellenbosch, 7600, South Africa +6
MDGMIX: Boundary-Aware Subgraph Mixing for Multi-Domain Graph Pre-Training
May 25, 2026Ziyu Zheng, Yaming Yang, Ziyu Guan +2Cross-Domain Generalization Cross-Domain Transfer Learning
School of Computer Science and Technology, Xidian University, Xi’an, China · School of Artificial Intelligence, Xidian University, Xi’an, China
Abduction-Deduction Entanglement: Domain Generalization via Representation Transplants
May 24, 2026Kasra Jalaldoust, Elias BareinboumDomain Generalization OOD Generalization
Department of Computer Science Columbia University New York, NY 10027, USA
Cross-Domain Generalization Limits of Vision Foundation Models in Facial Deepfake Detection
May 24, 2026Ibrahim DelibasogluVision Foundation Models Cross-Domain Generalization
Department of Software Engineering, Faculty of Computer and Information Sciences, Sakarya University, Esentepe, Sakarya, 54050 Türkiye.
GenHAR: Generalizing Cross-domain Human Activity Recognition for Last-mile Delivery
May 21, 2026Zhiqing Hong, Zelong Li, Xiubin Fan +5Human Activity Recognition Domain Generalization
HKUST (GZ) Guangzhou, China · JD Logistics Beijing, China · Beijing Normal–Hong Kong Baptist University Zhuhai, China +2
A Systematic Failure Analysis of Vision Foundation Models for Open Set Iris Presentation Attack Detection
May 18, 2026Rahul Anand, Siddharth Singh, Dileep A D +2Vision Foundation Models Open-Set Recognition
Indian Institute of Technology, Dharwad, India. · SAFE Center, Norwegian University of Science and Technology (NTNU), Norway. · Indian Institute of Information Technology Dharwad, India.
Domain Incremental Learning for Pandemic-Resilient Chest X-Ray Analysis
May 18, 2026Danu KimChest X-Ray Classification Medical Diagnosis
Korea International School, Jeju Campus, Jeju-do 63644, Republic of Korea
Continual Learning of Domain-Invariant Representations
May 15, 2026Pascal Janetzky, Tobias Schlagenhauf, Stefan FeuerriegelOOD Generalization Cross-Domain Generalization
LMU Munich, Munich, Germany · Munich Center for Machine Learning, Munich, Germany · Bosch Center for Artificial Intelligence, Renningen, Germany +1
UFO: A Domain-Unification-Free Operator Framework for Generalized Operator Learning
May 12, 2026Hanli Qiao, George Em Karniadakis, Muhammad MuniruzzamanCross-Domain Generalization PDE Operator Learning
Water and Mining Environment Unit, Geological Survey of Finland, Vuorimiehentie 5, Espoo, 02151, Finland · Division of Applied Mathematics, Brown University, 170 Hope Street, Providence, RI 02912, USA · Institute of Geosciences, University of Bonn, Kirschallee 1-3, Bonn, 53115, Germany
How Useful Is Cross-Domain Generalization for Training LLM Monitors?
May 12, 2026Sam Martin, Fabien RogerSupervised Fine-Tuning Cross-Domain Generalization
Anthropic Fellows Program · Anthropic
Cross-Modal-Domain Generalization Through Semantically Aligned Discrete Representations
May 12, 2026Souptik Sen, Raneen Younis, Zahra AhmadiCross-Modal Learning Representation Learning
Peter L. Reichertz Institute for Medical Informatics, Hannover Medical School, Germany · Lower Saxony Center for AI and Causal Methods in Medicine (CAIMed), Hannover, Germany

Jun 22, 2026, cs.LGJ/K move · Enter open · S save

Exploring Dualistic Meta-Learning to Enhance Domain Generalization in Open Set Scenarios

Xiran Wang, Jian Zhang, Lei Qi, Yang Gao+1

State Key Laboratory for Novel Software Technology, Nanjing University, China · School of Computer Science and Engineering, Southeast University, China

Meta-Learning Domain Generalization Open-Set Recognition Cross-Domain Generalization

Open paper AskPDF arXiv

Domain generalization learns from multiple source domains to generalize to unseen target domains. However, it often neglects the realistic case of label mismatch between source and target. Open set domain generalization is then proposed to recognize unseen classes in unseen domains. A simple approach trains one-vs-all classifiers to separate each class and detect outliers as unknown. Yet, the imbalance between few positive samples and many negative samples skews the decision boundary towards the positive ones, leading the model to over-reject out-of-distribution data, even from known classes in unseen domains. In this paper, we propose a novel meta-learning stategy called dualistic MEta-learning with joint DomaIn-Class matching (MEDIC), which considers implicit gradient matching towards inter-domain and inter-class task splits simultaneously to find optimal boundaries balanced for both domains and classes. Experimental results show that MEDIC not only outperforms prior methods in open set scenarios, but also maintains competitive close set generalization ability.

Momentum

Related topics

Latest papers 126