Title
The Finer the Better: Towards Granular-aware Open-set Domain Generalization Yunyun Wang Zheng Duan Xinyue Liao Ke-Jia Chen Songcan Chen BDL VLM 172 0 0 21 Nov 2025
GREAT: Generalizable Representation Enhancement via Auxiliary Transformations for Zero-Shot Environmental Prediction Shiyuan Luo Chonghao Qiu Runlong Yu Yiqun Xie Xiaowei Jia AI4TS 69 0 0 17 Nov 2025
Self-Supervised Visual Prompting for Cross-Domain Road Damage Detection Xi Xiao Zhuxuanzi Wang Mingqiao Mo Chen Liu Chenrui Ma Yanshu Li Smita Krishnaswamy Xiao Wang Tianyang Wang 100 0 0 16 Nov 2025
When Bias Pretends to Be Truth: How Spurious Correlations Undermine Hallucination Detection in LLMs Shaowen Wang Yiqi Dong Ruinian Chang Tansheng Zhu Yuebo Sun Kaifeng Lyu Jian Li HILM 189 0 0 10 Nov 2025
HyFormer-Net: A Synergistic CNN-Transformer with Interpretable Multi-Scale Fusion for Breast Lesion Segmentation and Classification in Ultrasound Images Mohammad Amanour Rahman ViT MedIm 76 0 0 02 Nov 2025
AdvBlur: Adversarial Blur for Robust Diabetic Retinopathy Classification and Cross-Domain Generalization Heethanjan Kanagalingam Thenukan Pathmanathan Mokeeshan Vathanakumar Tharmakulasingam Mukunthan 60 0 0 28 Oct 2025
Aggregation Hides Out-of-Distribution Generalization Failures from Spurious Correlations Olawale Salaudeen Haoran Zhang Mingyu Lu Sara Beery Marzyeh Ghassemi OODD 297 0 0 28 Oct 2025
Exploring Scale Shift in Crowd Localization under the Context of Domain Generalization Juncheng Wang Lei Shang Ziqi Liu Wang Lu Xixu Hu Zhe Hu Jindong Wang Shujun Wang 88 0 0 22 Oct 2025
HIDISC: A Hyperbolic Framework for Domain Generalization with Generalized Category Discovery Vaibhav Rathore Divyam Gupta Biplab Banerjee 103 0 0 20 Oct 2025
Domain Generalizable Continual Learning Hongwei Yan Guanglong Sun Zhiqi Kang Yi Zhong Liyuan Wang CLL OOD VLM 136 0 0 19 Oct 2025
Humanoid-inspired Causal Representation Learning for Domain Generalization Ze Tao Jian Zhang Haowei Li Xianshuai Li Yifei Peng Xiyao Liu Senzhang Wang Chao Liu Sheng Ren Shichao Zhang 52 0 0 18 Oct 2025
Programmatic Representation Learning with Language Models Gabriel Poesia Georgia Gabriela Sampaio 48 0 0 16 Oct 2025
Global-focal Adaptation with Information Separation for Noise-robust Transfer Fault Diagnosis Junyu Ren Wensheng Gan Guangyu Zhang Wei Zhong Philip S. Yu 69 0 0 16 Oct 2025
FML-bench: A Benchmark for Automatic ML Research Agents Highlighting the Importance of Exploration Breadth Qiran Zou Hou Hei Lam Wenhao Zhao Yiming Tang Tingting Chen S. Yu Tianyi Zhang Chang Liu X. Ji Dianbo Liu LLMAG 105 0 0 12 Oct 2025
Domain Generalization: A Tale of Two ERMs Yilun Zhu Naihao Deng Naichen Shi Aditya Gangrade Clayton Scott OOD 75 0 0 06 Oct 2025
Domain Generalization for Semantic Segmentation: A Survey Manuel Schwonberg Hanno Gottschalk OOD AI4CE 116 1 0 03 Oct 2025
Towards Generalizable PDE Dynamics Forecasting via Physics-Guided Invariant Learning Siyang Li Yize Chen Yan Guo Ming Huang Hui Xiong AI4CE AI4TS 80 0 0 29 Sep 2025
ResAD++: Towards Class Agnostic Anomaly Detection via Residual Feature Learning Xincheng Yao Chao Shi Muming Zhao Guangtao Zhai Chongyang Zhang OODD 100 1 0 28 Sep 2025
Generalizable Speech Deepfake Detection via Information Bottleneck Enhanced Adversarial Alignment Pu Huang Shouguang Wang Siya Yao Mengchu Zhou 92 0 0 28 Sep 2025
POEM: Explore Unexplored Reliable Samples to Enhance Test-Time Adaptation Changán Yi Xiaohui Deng Shuaicheng Niu Yan Zhou 120 0 0 26 Sep 2025
Minimal Semantic Sufficiency Meets Unsupervised Domain Generalization Tan Pan Kaiyu Guo Dongli Xu Zhaorui Tan Chen Jiang ... Xin Guo Brian C. Lovell Limei Han Yuan Cheng Mahsa Baktashmotlagh 111 0 0 19 Sep 2025
Class-Invariant Test-Time Augmentation for Domain Generalization Zhicheng Lin Xiaolin Wu Xi Zhang OOD TTA 330 0 0 17 Sep 2025
Deceptive Risk Minimization: Out-of-Distribution Generalization by Deceiving Distribution Shift Detectors Anirudha Majumdar OODD OOD 149 0 0 15 Sep 2025
An Entropy-Guided Curriculum Learning Strategy for Data-Efficient Acoustic Scene Classification under Domain Shift Peihong Zhang Yuxuan Liu Zhixin li Rui Sang Yiqiang Cai Yizhou Tan Shengchen Li 76 1 0 14 Sep 2025
Local Density-Based Anomaly Score Normalization for Domain Generalization Kevin Wilkinghoff Haici Yang Janek Ebbers François Germain Gordon Wichern Jonathan Le Roux 91 1 0 13 Sep 2025
"A 6 or a 9?": Ensemble Learning Through the Multiplicity of Performant Models and ExplanationsACM Transactions on Knowledge Discovery from Data (TKDD), 2025 Gianlucca L. Zuin Adriano Veloso 147 0 0 11 Sep 2025
ConstStyle: Robust Domain Generalization with Unified Style Transformation Nam Duong Tran Nam Nguyen Phuong Hieu H. Pham Phi Le Nguyen My T. Thai OOD 84 0 0 07 Sep 2025
Detecting Regional Spurious Correlations in Vision Transformers via Token Discarding Solha Kang Esla Timothy Anzaku W. D. Neve Arnout Van Messem J. Vankerschaver Francois Rameau Utku Ozbulak ViT 122 0 0 04 Sep 2025
Quantization Meets OOD: Generalizable Quantization-aware Training from a Flatness Perspective Jiacheng Jiang Yuan Meng Chen Tang Han Yu Qun Li Zhi Wang Wenwu Zhu MQ 93 0 0 31 Aug 2025
One Joke to Rule them All? On the (Im)possibility of Generalizing Humor Mor Turgeman Chen Shani Dafna Shahaf 72 0 0 26 Aug 2025
Preserving Domain Generalization in Fine-Tuning via Joint Parameter Selection Bin Pan Shiyu Shen Zongbin Wang Zhenwei Shi Xia Xu 60 0 0 23 Aug 2025
Multi-Channel Differential Transformer for Cross-Domain Sleep Stage Classification with Heterogeneous EEG and EOG Benjamin Wei Hao Chin Yuin Torng Yew Haocheng Wu Lanxin Liang Chow Khuen Chan Norita Mohd Zain Siti Balqis Samdin Sim Kuan Goh 133 0 0 21 Aug 2025
ERIS: An Energy-Guided Feature Disentanglement Framework for Out-of-Distribution Time Series Classification Xin Wu Fei Teng Ji Zhang Xingwang Li Yuxuan Liang OODD 248 0 0 19 Aug 2025
Learn Faster and Remember More: Balancing Exploration and Exploitation for Continual Test-time Adaptation Pinci Yang Peisong Wen Ke Ma Qianqian Xu CLL TTA 202 0 0 18 Aug 2025
Too Easily Fooled? Prompt Injection Breaks LLMs on Frustratingly Simple Multiple-Choice Questions Xuyang Guo Zekai Huang Zhao Song Jiahao Zhang LRM 128 3 0 16 Aug 2025
Domain-aware Category-level Geometry Learning Segmentation for 3D Point Clouds Pei He Lingling Li Licheng Jiao Ronghua Shang Fang Liu Shuang Wang Xu Liu Wenping Ma 3DPC 3DV 97 0 0 15 Aug 2025
Augmentation-based Domain Generalization and Joint Training from Multiple Source Domains for Whole Heart Segmentation Franz Thaler Darko Štern Gernot Plank M. Urschler OOD 121 1 0 06 Aug 2025
LA-CaRe-CNN: Cascading Refinement CNN for Left Atrial Scar Segmentation Franz Thaler Darko Štern Gernot Plank M. Urschler 94 2 0 06 Aug 2025
Spatial Imputation Drives Cross-Domain Alignment for EEG Classification Hongjun Liu Chao Yao Yalan Zhang Xiaokun Wang Xiaojuan Ban 72 0 0 05 Aug 2025
Set Pivot Learning: Redefining Generalized Segmentation with Vision Foundation Models Xinhui Li Xinyu He Qiming Hu Xiaojie Guo 107 0 0 03 Aug 2025
Rethink Domain Generalization in Heterogeneous Sequence MRI Segmentation Zheyuan Zhang Linkai Peng Wanying Dou Cuiling Sun Halil Ertugrul Aktas Andrea Mia Bejar Elif Keles Gorkem Durak Ulas Bagci OOD 162 0 0 30 Jul 2025
Evaluating Transfer Learning Methods on Real-World Data Streams: A Case Study in Financial Fraud Detection Ricardo Pereira Jacopo Bono Hugo Ferreira Pedro Ribeiro Carlos Soares P. Bizarro 62 0 0 29 Jul 2025
Neural Ordinary Differential Equations for Learning and Extrapolating System Dynamics Across Bifurcations Eva van Tegelen George van Voorn Ioannis Athanasiadis Peter van Heijster 105 0 0 25 Jul 2025
How Many Domains Suffice for Domain Generalization? A Tight Characterization via the Domain Shattering Dimension Cynthia Dwork Lunjia Hu Han Shao 189 1 0 20 Jun 2025
From Semantic To Instance: A Semi-Self-Supervised Learning Approach Keyhan Najafian F. Maleki Lingling Jin Ian Stavness ISeg 196 0 0 19 Jun 2025
Re-Initialization Token Learning for Tool-Augmented Large Language Models Chenghao Li Liu Liu B. Yu Jiayan Qiu Yibing Zhan LLMAG CLL KELM 133 0 0 17 Jun 2025
ConStyX: Content Style Augmentation for Generalizable Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Xi Chen Zhiqiang Shen Peng Cao Jinzhu Yang Osmar R. Zaiane OOD 213 1 0 12 Jun 2025
Integration of Old and New Knowledge for Generalized Intent Discovery: A Consistency-driven Prototype-Prompting FrameworkInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Xiao Wei Xiaobao Wang Ning Zhuang Chenyang Wang L. Wang Jianwu Dang 130 1 0 10 Jun 2025
LiftVSR: Lifting Image Diffusion to Video Super-Resolution via Hybrid Temporal Modeling with Only 4 $\times$ RTX 4090s Xijun Wang X. Li B. Li Z. Chen VGen 116 0 0 10 Jun 2025
Generalized Incremental Learning under Concept Drift across Evolving Data Streams En Yu Jie Lu G. Zhang CLL 178 1 0 06 Jun 2025