Domain Generalization

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Period ending 2026-09-21

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  1. Domain Generalization for Smartphone-Based Human Activity Recognition: A Systematic Analysis of Components and Interactions

    Sep 14, 2026Otávio Oliveira Napoli, Edson BorinMultimodal Domain GeneralizationHuman Activity Recognition

  2. Rethinking Radiomap Blind Prediction with Limited Environment and Configuration Representations

    Sep 10, 2026Xiaojie Li, Yu Han, Han Fang +3High-Fidelity Radio Map ConstructionRadio Frequency

  3. Cross-Species Animal Re-Identification with Semantic Consistency Learning

    Sep 9, 2026Shuoyi Chen, Yuejia Li, Mang YeAnimal Re-IdentificationCross-Domain Generalization

  4. On the Reliability of Generative Augmentation: A Wasserstein-Based Theoretical and Empirical Study

    Sep 1, 2026Chathurika S Abeykoon, Mathias Nthiani Muia, Mallory GoldsteinSynthetic Data AugmentationAugmentation

  5. Simple, Safe, and Overlooked: Reclaiming Sustainable Domain Generalization with Statistical Color Matching

    Aug 19, 2026Sebastian Doerrich, Francesco Di Salvo, Shyam Nandan Rai +2Multimodal Domain GeneralizationSynthetic Data Augmentation

  6. Reliability analysis for BraTS-GoAT segmentation: a controlled robustness study of deep-ensemble uncertainty

    Aug 13, 2026Riya Deepak Shet, Le ZhangBrain Tumor SegmentationEnsemble

  7. BPG: Balancing Plasticity and Generalization for Domain Incremental Learning

    Aug 11, 2026Qiang Wang, Songlin Dong, Shaokun Wang +5Domain Incremental LearningMultimodal Domain Generalization

  8. BreastMammo and DenseMammo: Benchmarks for Mammography Domain Generalization

    Aug 10, 2026Hongyi Pan, Gorkem Durak, Halil Ertugrul Aktas +18MammographyMultimodal Domain Generalization

  9. Label Granularity Skew in Federated Learning with Hierarchical Image Classification

    Aug 10, 2026Jaeheon Kim, Hokeun Kim, Bong Jun ChoiHeterogeneous Federated LearningFederated Learning

  10. Domain-Aware Pruning: Sparsity and Domain Generalization via Regularized Probabilistic Masking

    Aug 9, 2026Parham Sazdar, Mostafa Tavassolipour, Reshad HosseiniMultimodal Domain GeneralizationHeterogeneous Pruning Scores

  11. HyTBE: Hyperbolic Target-Background Expert Model for Cross-Domain Infrared Small Target Detection

    Aug 6, 2026Aohua Li, Jin Kuang, Yubing Lu +1Infrared Small Target DetectionInfrared

  12. Can Synthetic Data Overcome the Generalization Limits of AI-Based Flower and Pod Detection Across Cowpea Breeding Genotypes and Environments?

    Jul 30, 2026Hamid Kamangir, Jonathan Berlingeri, Earl Ranario +6Synthetic DataMultimodal Domain Generalization

  13. Neural Architecture Search for Traffic Prediction: A Survey of Methods, Challenges, and Future Directions

    Jul 29, 2026Truong Giang Vu, Li Yang, Richard W. PazziAccurate Traffic ForecastingNeural Architecture Search

  14. Chaos Is a LADDER: Domain Generalization Beyond Invariance via Reweighting

    Jul 29, 2026Yuhang Jiang, Fengchuan Zhang, Sanguo Zhang +1Multimodal Domain GeneralizationDomain Generalization

  15. Self-Supervised Consistency Enhanced Disentangled Learning for Neural Decoding Generalization in Brain-Machine Interface

    Jul 27, 2026Jiyu Wei, Di Hong, Zhanjie Zhang +3Brain-Computer InterfaceCross-Domain Generalization

  16. The Cross-Domain Generalization Cost of Offensive Language Detection

    Jul 26, 2026Ruixing Ren, Junhui Zhao, Xiaoke Sun +1MultilingualCross-Domain Generalization

  17. Multimodal Domain Generalization for Depression Detection: An Attention-Based BiLSTM Network with Domain-Adversarial Training

    Jul 24, 2026Ali Tabaraei, Federico Simonetta, Stavros NtalampirasDepression DetectionMultimodal Deep Learning

  18. Retrieval-Based Cross-Domain Generalization in Optical Networks via Global Features

    Jul 24, 2026Ali Al Housseini, Carlos Natalino, Paolo Monti +1Cross-Domain GeneralizationOptical Networks

  19. Projection Pursuit CPCANet for Domain Generalization

    Jul 24, 2026Yu-Hsi Chen, Abd-Krim SeghouaneMultimodal Domain GeneralizationDomain Generalization

  20. Cross-Domain Generalization in Optical Networks via Joint Contrastive and Classification Learning

    Jul 22, 2026Ali Al Housseini, Carlos Natalino, Paolo Monti +1Cross-Domain GeneralizationContrastive Learning

  21. A Systematic Benchmark of Intensity Normalisation Methods for 3D Knee MRI Segmentation and Cross-Domain Generalisability

    Jul 22, 2026Oliver Mills, Philip Conaghan, Samuel ReltonMedical Image SegmentationIntensity

  22. Simple Domain Generalization for Strong Pixel-Level Image Tampering Detection in Modern VLMs

    Jul 20, 2026Yi Tang, Xinyi Shang, Jiacheng Cui +12Face Forgery DetectionMultimodal Domain Generalization

  23. Hierarchical Domain Generalization

    Jul 17, 2026Chenxiao Yang, Zhiyuan Li, Shai Ben-David +1Multimodal Domain GeneralizationHypothesis

  24. Scaling Behavior Foundation Model for Humanoid Robots

    Jul 16, 2026Weishuai Zeng, Kangning Yin, Xiaojie Niu +15Long-Tail Humanoid Whole-Body ControlHuman Motion

  25. Investigating first-language bias in LLM-based automated essay scoring: A cross-prompt evaluation of an open-weight AI-model on TOEFL essays

    Jul 16, 2026John Maurice GayedAutomated Essay ScoringLarge Language Model Bias

  26. Self-Supervised Visual Representation Learning: Pretrain-Finetuning or Joint Training?

    Jul 14, 2026Nusrat Munia, Tyler Ward, Nishat Nayla +2Self-SupervisedSelf-Supervised Representations

  27. Label-Decoupled Style Augmentation for Domain Generalization in Multi-Label Remote Sensing Scene Classification

    Jul 14, 2026Alaa Almouradi, Erchan AptoulaMultimodal Domain GeneralizationMulti-Label Classification

  28. Lightning Fast Matching Dependency Discovery with Desbordante

    Jul 12, 2026Alexey Shlyonskikh, Michael Sinelnikov, Daniil Nikolaev +2Data MiningSemantic Deduplication

  29. Generalization Theory for Through-the-Wall Radar Human Activity Recognition

    Jul 9, 2026Weicheng GaoHuman Activity RecognitionRadar

  30. Prototype-Anchored Generalized Manifold Regression for Unknown-Domain Object Detection

    Jul 8, 2026Zihao Zhang, Aming Wu, Yang Li +1Multimodal Domain GeneralizationFew-Shot Segmentation

  31. Bridging Physical Reasoning and Task Generalization via Visual Action Outcome Reasoning Alignment

    Jul 7, 2026Han-Jun Ko, Jr-Jen Chen, Haobo Yuan +4Visual ReasoningAgentic Reasoning

  32. WebRetriever: A Large-Scale Comprehensive Benchmark for Efficient Web Agent Evaluation

    Jul 7, 2026Wei Dong, Tianyu Fu, Zhe Yu +9Web AgentsAgentic Evaluations

  33. FORGE: Towards Functional Tool-Use Generalization via Keypoint Trajectory Reasoning

    Jul 7, 2026Chuhao Zhou, Liquan Wang, Shuxin Cao +5Keypoint DetectionDomain Generalization

  34. SleepBand: Single-Source Domain Generalization for Sleep Staging via Physiologically Structured Spectral Modeling

    Jul 6, 2026Zhi Lu, Yang Hu, Yan ChenSleep Stage ClassificationSleep

  35. Geographic Diversity Beats Data Volume for Cross-Domain Generalization in Zero-Label JEPA Driving World Models

    Jul 5, 2026Santosh JaiswalCross-Domain GeneralizationWorld Models

  36. Physics-Informed Graph Learning with Uncertainty Awareness for Open-Set Domain Generalization in Fault Diagnosis

    Jul 5, 2026Jinfeng Zhu, Shiyu Long, Ye YuanFault DiagnosisMultimodal Domain Generalization

  37. CrossHallu: Do Hallucination Signals Generalize Across Languages and Domains in Large Language Model's Internals?

    Jul 4, 2026Aisha Alansari, Malak Alkhorasani, Hamzah LuqmanMultilingual Large Language ModelsHallucinations

  38. DemoPSD: Disagreement-Modulated Policy Self-Distillation

    Jul 2, 2026Yunhe Li, Hao Shi, Wenhao Liu +5Unsupervised On-Policy Self-DistillationOn-Policy Distillation

  39. Domain Generalization via Text-Anchored Information Bottleneck

    Jul 2, 2026Eunyi Lyou, Yunjeong Choi, Junho Lee +1Multimodal Domain GeneralizationDomain Generalization

  40. Hidden-Shot: Towards One-Shot Task Generalization for Low-Level Vision Generalist Models

    Jul 1, 2026Shao-Jun Xia, Xianzheng Ma, Zichong MengDomain GeneralizationUnseen-Task Adaptation

  41. Cross-Domain Generalization Failure in Lightweight Intrusion Detection Models for IIoT Networks

    Jul 1, 2026MD Azizul Hakim, Md Shihab Uddin, Talha Ibne AnisInternet Of ThingIntrusion Detection

  42. Ghost in the Kernel: In-Context Learning with Efficient Transformers via Domain Generalization

    Jul 1, 2026Peilin Liu, Ding-Xuan ZhouIn-Context LearningDomain Generalization

  43. Internal-State Probes Read the Situation, Not the Action: Three Negative Results for Pre-Action Misalignment Monitoring

    Jun 29, 2026Max Fomin, Elad David, Amit LeViIntrospection AdaptersSituation

  44. The Speedup Paradox: Rethinking Inference Speed-Quality Trade-off in Embodied Tasks

    Jun 26, 2026Yujin Wang, Junli Chen, Yixuan Li +4End-To-End SpeedupLow-Latency Systems

  45. Direct Action-Head Injection of A Grounded 3D Point Unlocks Spatial and Task Generalization

    Jun 26, 2026Shiang-Feng Tsai, Jin-Cheng Jhang, Yen-Ling Tai +4Vision-Language-Action ModelsGeneralizable Robotic Manipulations

  46. Understanding Cross-Rig Generalization in Automotive Perception: a Multi-Rig Benchmark and Rig Variation Metrics

    Jun 25, 2026Tim Alexander Bader, Tim Dieter Eberhardt, Maximilian Dillitzer +1Autonomous Driving PerceptionMulti-Camera Systems

  47. Learning Subset-Shared Invariances for Domain Generalization with Mixture-of-Experts

    Jun 24, 2026Tien-Hung Nguyen, Tien-Dat Tran, M. -Duong Nguyen +1Multimodal Domain GeneralizationDomain Generalization

  48. Assessing Distribution Shift in Human Activity Recognition for Domain Generalization

    Jun 23, 2026Rebecca Adaimi, Edison ThomazHuman Activity RecognitionDistribution Shifts

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

    Jun 22, 2026Xiran Wang, Jian Zhang, Lei Qi +2Multimodal Domain GeneralizationDomain Generalization

  50. Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization

    Jun 19, 2026Zhipeng Xu, De Cheng, Xinyang Jiang +3Multimodal Domain GeneralizationText-To-Image

  51. Synergistic Dual-Branch Adaptation for Multi-modal Generalized Category Discovery

    Jun 19, 2026Yuxun Qu, Minyu Zhou, Yongqiang Tang +2Generalized Category DiscoveryCross-Modal Learning

  52. From Texts to Scores: Tracing the Emergence of Essay Quality Representations in Large Language Models

    Jun 18, 2026Jiaxu Zuo, Mu You, Kaixin Lan +5Automated Essay ScoringTextual Dataset

  53. Connect the Dots: Training LLMs for Long-Lifecycle Agents with Cross-Domain Generalization Via Reinforcement Learning

    Jun 18, 2026Yanxi Chen, Weijie Shi, Boyi Hu +6Agentic Reinforcement-Learning FrameworkCross-Domain Generalization

  54. Domain Generalizable Adaptation of 3D Vision-Language Models via Regularized Fine-Tuning

    Jun 16, 2026Sneha Paul, Zachary Patterson, Nizar BouguilaMultimodal Domain GeneralizationVision-Language Model Adaptation

  55. Scalable Circuit Learning for Interpreting Large Language Models

    Jun 15, 2026Naiyu Yin, Dennis Wei, Tian Gao +3Mechanistic InterpretabilityCircuits

  56. One-Step Generalization Ratio Guided Optimization for Domain Generalization

    Jun 15, 2026Sumin Cho, Dongwon Kim, Kwangsu KimDomain GeneralizationAdjustable Equalizer Curve

  57. Value-order Decomposition for Generalist Anomaly Detection

    Jun 12, 2026Miaoyun Zhao, Jing Chen, Miaoni Zhao +1Zero-Shot Anomaly DetectionAnomaly Detection

  58. Running the Gauntlet: Re-evaluating the Capabilities of Agents Beyond Familiar Environments

    Jun 12, 2026Mykola Vysotskyi, Runqi Lin, Grzegorz Biziel +21Agentic SystemsDomain Generalization

  59. A Multi-Domain Feature Fusion Framework for Generalizable Deepfake Detection Across Different Generators

    Jun 12, 2026Amna Amjid, Sana Qadir, Mehwish Fatima +1Explainable Deepfake DetectionMultimodal Domain Generalization

  60. Small LLMs for Biomedical Claim Verification: Cost-Effective Fine-Tuning, Structural Dataset Shortcuts, and Cross-Domain Generalization

    Jun 11, 2026Gaurav KumarSmall Language ModelsFinetuning