Title
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Frequency Composition for Compressed and Domain-Adaptive Neural Networks Yoojin Kwon Hongjun Suh Wooseok Lee Taesik Gong Songyi Han Hyung-Sin Kim 235 0 0 27 May 2025
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Risk Analysis and Design Against Adversarial Actions M. Campi A. Carè Luis G. Crespo S. Garatti Federico A. Ramponi AAML 843 0 0 02 May 2025
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A Knowledge-Informed Deep Learning Paradigm for Generalizable and Stability-Optimized Car-Following ModelsCommunications in Transportation Research (CTR), 2025 C. Wang Dongyao Jia Wei Wang Dong Ngoduy Bei Peng Jianping Wang 266 1 0 19 Apr 2025
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Decentralized Domain Generalization with Style Sharing: Formal Model and Convergence Analysis Shahryar Zehtabi Dong-Jun Han Seyyedali Hosseinalipour Christopher G. Brinton FedML AI4CE 413 0 0 08 Apr 2025
The Effects of Grouped Structural Global Pruning of Vision Transformers on Domain Generalisation Hamza Riaz Alan F. Smeaton ViT 186 0 0 05 Apr 2025
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Unsupervised Anomaly Detection in Multivariate Time Series across Heterogeneous DomainsProceedings of the VLDB Endowment (PVLDB), 2025 Vincent Jacob Y. Diao AI4TS 261 2 0 29 Mar 2025
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Rethinking Robustness in Machine Learning: A Posterior Agreement Approach João B. S. Carvalho Victor Jimenez Rodriguez Alessandro Torcinovich Antonio Emanuele Cinà Carlos Cotrini Lea Schönherr J. M. Buhmann OOD 257 0 0 20 Mar 2025
When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven ApproachComputer Vision and Pattern Recognition (CVPR), 2025 Vaibhav Rathore S. Bagchi Saikat Dutta Sarthak Mehrotra Zsolt Kira Biplab Banerjee OOD 254 2 0 19 Mar 2025
Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service DetectionIEEE Network (IEEE Netw.), 2025 Leonardo Henrique de Melo G. Bertoli Michele Nogueira A. Santos Lourenço Alves Pereira Junior 174 0 0 18 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 261 1 0 16 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 166 2 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 Tomoki Toda 291 2 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 262 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 284 0 0 06 Mar 2025
Predicting Practically? Domain Generalization for Predictive Analytics in Real-world Environments Hanyu Duan Yi Yang Ahmed Abbasi Kar Yan Tam OOD 326 2 0 05 Mar 2025
Gradient-Guided Annealing for Domain GeneralizationComputer Vision and Pattern Recognition (CVPR), 2025 Aristotelis Ballas Christos Diou OOD 1.2K 4 0 27 Feb 2025
Invariance Pair-Guided Learning: Enhancing Robustness in Neural Networks Martin Surner Abdelmajid Khelil Ludwig Bothmann OOD 252 0 0 26 Feb 2025