Cross-Dataset Benchmark

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10 papers in the last four weeks, level with the four weeks before. 0.1% of all new papers.

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  1. Cross-dataset harmonization for robust endoscopic image analysis

    Oct 5, 2026Romil Imtiaz, Dimitris K. IakovidisColonoscopyMedical Imaging Datasets

    Department of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece

  2. Artifact Annotations Partially Substitute for Per-User Calibration: SAFE-EDA and a Normalization-Controlled Evaluation of Wrist-EDA Affect Recognition

    Oct 1, 2026Haochen Chai, Xinbi Luo, Zining Liu +1Surface ElectromyographyNormalization

    College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, China

  3. Generalization Is Stability, Not Accuracy: Multi-Axis Evaluation of LLMs

    Oct 1, 2026Nagham Omar, Mahmoud Jabarin, Maya Rozenshtein +3Improved GeneralizationCross-Dataset Benchmark

    Technion – Israel Institute of Technology

  4. CDMD: A Cross-Dataset Mixed-Type Diffusion Model for Tabular Data

    Sep 30, 2026Mohamed Amine Ketata, Maximilian Schambach, Stephan GünnemannSynthetic Tabular DataTabular Data

    Munich Data Science Institute, Technical University of Munich, Germany · SAP SE, Germany

  5. Collaborative Synthetic Data for Privacy-Preserving Financial Fraud Detection Across Organizational Silos

    Sep 27, 2026Simeon Allmendinger, Domenique Zipperling, Burhanettin Bahadir Kibar +1Synthetic DataFraud Detection

    University of Bayreuth, AI Responsibility Centre, and Fraunhofer FIT, Universitätstraße 30, 95447 Bayreuth, Germany · Technical University of Munich, Arcisstraße 21, 80333 Munich, Germany

  6. Alliance Beats Isolation: Unifying Heterogeneous Allied Datasets Improves Classifier Performance

    Sep 17, 2026Girish Keshav PalshikarCross-Dataset BenchmarkClassifier

  7. How Good Are Time-Series Foundation Models for Pedestrian Crowd Count Forecasting? A Cross-Dataset Comparative Study

    Sep 14, 2026Theivaprakasham Hari, Ziteng Li, Yanan Xin +2Pedestrian Trajectory PredictionTime Series Foundation Models

    Department of Transport & Planning, Faculty of Civil Engineering and Geosciences, Delft University of Technology, 2628 CN Delft, The Netherlands

  8. Bridging the Gap in ECG-Based Emotion Recognition: A Unified Evaluation of Deep Learning Models

    Sep 14, 2026Timothy C Sweeney-Fanelli, Ajan Ahmed, Masudul ImtiazSmall-Sample Electroencephalogram DatasetsEmotion Recognition

    Clarkson University, USA · Affects AI LLC, USA

  9. RelateAnything: Real-Time Open-Vocabulary Relation Prediction From Any Inputs

    Sep 14, 2026Maëlic NeauOpen-VocabularyRelation Extraction

    Independent Researcher

  10. A New Transformer-Based Approach for Audio-Based Kinship Verification and a New Uncontrolled Mandarin Kinship Speech Dataset

    Sep 12, 2026Qiyang Sun, Langqing Zhang, Yupei Li +1Automatic Speaker VerificationSpeaker

    Department of Computing Imperial College London London, United Kingdom · Chair of Health Informatics TUM University Hospital Munich, Germany

  11. Beyond Contact Sensors: Deep learning with Pseudo-Labeling for remote Photoplethysmography

    Sep 9, 2026Bhargav Acharya, Barbara Hammer, Hanna DrimallaRemote PhotoplethysmographyPseudo-Label Quality

    Center for Cognitive Interaction Technology (CITEC), Bielefeld University

  12. Cross-Dataset Transfer and Reliability of Explainable Artificial Intelligence for RhythmFormer Remote Photoplethysmography

    Sep 3, 2026Louis Chen, Torbjörn E. M. NordlingRemote PhotoplethysmographyHeart Rate

    Department of Mechanical Engineering, National Cheng Kung University, Tainan, Taiwan.

  13. Cleaner Speech, Weaker Generalization: Revisiting Pitt-Derived Benchmarks for Alzheimer's Disease Detection

    Aug 31, 2026Luqi Sun, Shreeram Suresh Chandra, Lin Zhang +5AlzheimerCross-Dataset Benchmark

    Center for Language and Speech Processing (CLSP), Johns Hopkins University · Research Center for Information Technology Innovation, Academia Sinica · University of Michigan, Ann Arbor +1

  14. On the Role of MRI Sequences in Cross-Dataset Generalization for Brain Tumor Segmentation

    Aug 30, 2026Henrique Zan Grande, João G. Pitol, Lucas B. Schuck +3Brain Tumor SegmentationMagnetic Resonance Imaging Dataset

    Pontifical Catholic University of Paraná, Curitiba, Brazil

  15. MLLM-Routed Heterogeneous Ensembles for Robust Cross-Dataset Image Classification

    Aug 13, 2026Daniel Perkins, John Squires, Janou Milligan +2Image ClassificationCross-Dataset Benchmark

    University of Tennessee, Knoxville · The Bredesen Center for Interdisciplinary Research and Graduate Education

  16. EEG-PRIME: Prototype-Aligned Representation Learning with Multi-Level Conditioning for EEG Decoding

    Aug 13, 2026Shuailei Zhang, Muyun Jiang, Wei Zhang +5Electroencephalography Foundation ModelsElectroencephalography

    College of Computing and Data Science, Nanyang Technological University, Singapore · Southeast University, China · Centre for AI in Medicine, Nanyang Technological University, Singapore

  17. Analysis of Federated Aggregation under Model Poisoning and Backdoor Attacks: A Reconstructed Cross-Dataset and Cross-Architecture Benchmark

    Aug 11, 2026Soumya Mazumdar, Vineet Kumar Rakesh, Tapas SamantaSecure AggregationCross-Dataset Benchmark

    Department of Computer Science and Business Systems Gargi Memorial Institute of Technology Affiliated to Maulana Abul Kalam Azad University of Technology Balarampur, Mouza Beralia, Baruipur, Kolkata 700144, West Bengal, India · Computer and Informatics Group, Variable Energy Cyclotron Centre 1/AF, Bidhannagar, Kolkata 700064, West Bengal, India · Engineering Sciences, Homi Bhabha National Institute Anushaktinagar, Mumbai, Maharashtra 400094, India

  18. Gloss-Free Representation Learning for Cross-Dataset Sign Spotting

    Aug 11, 2026Oğuz Akif Tüfekcioğlu, Ezgi Ekin, Mustafa Kaan Çevik +1Representation LearningEncoders

    Hacettepe University, Ankara, Türkiye

  19. LoRA-based Adaptation Alone Is Not Enough: Understanding the Limits of Foundation Models for Face Presentation Attack Detection

    Aug 10, 2026Peter Lorenz, Anjith George, Marcel SébastienCross-Dataset BenchmarkFoundation Model

    Idiap Research Institute, Martigny, Switzerland · University of Lausanne (UNIL), Lausanne, Switzerland

  20. PatchHead: Learning Spatial Patch Evidence for Generalizable AI-Generated Image Detection

    Aug 10, 2026Shengbo Qi, Hongyi Fang, Benjia Zhou +1Ai-Generated Image DetectionUnsupervised Detection

    Beijing Institute of Technology, Zhuhai · Shenzhen University

  21. How Far Do Foundation Models Transfer to Infant Signals? A Cross-Dataset Transfer Audit with a Unified Need Ontology

    Aug 10, 2026Wu HangyuCross-Dataset BenchmarkCross-Lingual Transfer

    Shenzhen Coddie Technology Co., Ltd.

  22. Winning by Peeking: Unenforced Budgets and Test-Set Selection Inflate Short-Budget AutoML Comparisons

    Aug 7, 2026Guilin Zhang, Kai ZhaoMle-Bench LiteToken Budget Allocation

    Independent Researcher

  23. Temporal Generalization in fNIRS-Based Autism Classification: A Cross-Time-Window Transfer Benchmark

    Aug 3, 2026Marios Petrov, Sahana Vinayak, Targol Bakhtiarvand +4Autism Spectrum DisorderCross-Dataset Benchmark

    Department of Computer Science, University of Colorado Colorado Springs, Colorado Springs, CO 80918, USA · Center for Child Health, Behavior and Development, Seattle Children’s Research Institute, Seattle, WA, USA · Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, USA

  24. Foundation Models for Face Presentation Attack Detection: A Unified Linear-Probing Benchmark

    Jul 29, 2026Peter Lorenz, Anjith George, Sébastien MarcelRecent Vision Foundation ModelsCross-Dataset Benchmark

    Idiap Research Institute, Martigny, Switzerland · University of Lausanne (UNIL), Lausanne, Switzerland

  25. CAPT: A Multi-task Continuous Autoregressive Transformer enabling Cross-dataset and Cross-species Transfer for Calcium Population Dynamics

    Jul 25, 2026Xinhong Xu, Yimeng Zhang, Yuanlong ZhangAutoregressive TransformersCross-Dataset Benchmark

    School of Life Sciences Tsinghua University Beijing, China

  26. Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R

    Jul 22, 2026Yixuan Xiao, Ngoc Thang VuDiscrete Speech RepresentationsDirect Feature Fusion

    Institute for Natural Language Processing, University of Stuttgart, Germany

  27. Domain Shift in Echocardiography: Interpretable Quantification and Prediction of Cross-Dataset Left Ventricular Segmentation

    Jul 22, 2026Soroush Elyasi, Nasim Dadashi Serej, Julie Wall +1EchocardiographyCardiac Motion

    THRIVE Centre, School of Computing and Engineering, University of West London, London, UK · School of Computing and Engineering, University of West London, London, UK

  28. Cross-Dataset Generalization in Breast MRI Tumor Classification via Class-Wise Dataset Mixing

    Jul 21, 2026Mohammad Ali Dadrast, Hamid UsefiBrain Tumor ClassificationCross-Dataset Benchmark

    Data Science Program Memorial University of Newfoundland St. John’s, Canada · Department of Mathematics and Statistics Memorial University of Newfoundland St. John’s, Canada

  29. SpEmoC: A Balanced Speaker-Segment Multimodal Emotion Benchmark

    Jul 20, 2026Sania Bano, Shahzad Ahmad, Santosh Kumar Vipparthi +2Emotion RecognitionMultimodal Dataset

    CVPR Lab, Indian Institute of Technology Ropar, India · Østfold University College, Norway · CVPR Lab, SCSS, Trinity College Dublin, Ireland

  30. Exploring Post-Training Alignment of Small Language Models for Biomedical Data-to-Text Generation: A Case Study of Medication Leaflet

    Jul 15, 2026Xi Yang, Guodong Liu, Chuqin Li +10Large Language Model AlignmentBiomedical Text

    Advanced Intelligence, Eli Lilly and Company, Indianapolis, IN, USA · Department of Biostatistics and Health Data Science, Indiana University, Indianapolis, IN, USA · Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, IN, United States +2

  31. Similarity-Guided Curriculum Fine-Tuning of LLMs for Neural Architecture Synthesis

    Jul 13, 2026Anujaya Vijayakumar, Radu Timofte, Dmitry IgnatovNeural Architecture SearchAdaptive Curriculum

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  32. GRATE: Temporal Extensions for Inductive KG Foundation Models via Gated Rotary Attention

    Jul 11, 2026Jiaxin Pan, Osama Mohammed, Daniel Hernández +1Temporal Knowledge GraphsKnowledge Graph Embeddings

    Analytic Computing, Institute for Artificial Intelligence, University of Stuttgart, Stuttgart, Germany · University of Southampton, Southampton, United Kingdom.

  33. Efficient Decentralized Multi-task Dataset Valuation via Model Merging

    Jul 3, 2026Mohammadsajad Alipour, Mohammad Mohammadi AmiriMulti--Task LearningCross-Dataset Benchmark

    Department of Computer Science Rensselaer Polytechnic Institute Troy, NY 12180, USA

  34. Unveiling Transferability in Trajectory Prediction via Latent Scene Embeddings

    Jun 29, 2026Theodor Westny, David Axelsson, Björn Olofsson +1Human Motion PredictionCross-Dataset Benchmark

    Division of Vehicular Systems, Linköping University, Linköping, Sweden · Department of Automatic Control, Lund University, Lund, Sweden

  35. CAN We Trust Your Results? A Cross-Dataset Study of Automotive IDS Evaluation

    Jun 29, 2026Beatrix Koltai, Gergely Acs, Andras GazdagIntrusion DetectionCross-Dataset Benchmark

    Laboratory of Cryptography and System Security (CrySyS Lab), Budapest University of Technology and Economics, Hungary · HUN-REN-BME Information Systems Research Group, Hungary

  36. Benchmark AUC Is Not Deployable Reliability: A Cross-Dataset Audit of Off-the-Shelf Features for Surveillance Video Anomaly Detection

    Jun 28, 2026Mohammadreza RashidiTraining-Free Video Anomaly DetectionVideo Surveillance

    Department of Computer Science · AI and Media Analysis Lab · Berlin, Germany

  37. Do Diabetic Foot Ulcer Segmentation Models Generalize? A Cross-Dataset Benchmark of CNN and Transformer Architectures

    Jun 27, 2026Abderrahmane BenfatahU-NetCross-Dataset Benchmark

    King Saud University, Riyadh, Saudi Arabia

  38. Re-mixing Embeddings for Patient Augmentation in Data Scarce Multiple Instance Learning

    Jun 24, 2026Muhammed Furkan Dasdelen, Fatih Ozlugedik, Anastasia Litinetskaya +3Multiple Instance LearningData Augmentation

    Computational Health Center & Helmholtz AI, Helmholtz Munich, Munich, Germany · Computer Aided Medical Procedures, Technical University of Munich, Munich, Germany · Munich Center for Machine Learning (MCML), Munich, Germany +1

  39. Cross-Dataset, Age, and Gender Generalization: A Comprehensive Analysis of Fine-Tuning Strategies for Low-Resource Children's ASR

    Jun 18, 2026Abhijit Sinha, Hemant Kumar Kathania, Sudarsana Reddy Kadiri +1Dysarthric SpeechAutomatic Speech Recognition

    Department of Electronics and Communication Engineering, National Institute of Technology Sikkim, India · Signal Analysis and Interpretation Laboratory, University of Southern California, Los Angeles, USA

  40. Exploring the Scale and Diversity of Speech Anti-spoofing Datasets: Experiments and Analysis

    Jun 6, 2026Zhuolin Yi, Jun Xue, Yanzhen Ren +5Cross-Dataset BenchmarkSequential Scaling

    School of Cyber Science and Engineering, Wuhan University, China

  41. A Closer Look at In-Distribution vs. Out-of-Distribution Accuracy for Open-Set Test-time Adaptation

    Jun 1, 2026Zefeng Li, Evan ShelhamerOut-Of-Distribution DetectionOut-Of-Distribution

    University of British Columbia and Vector Institute

  42. CoFiDA-M: Concept-Aware Feature Modulation for Cross-Domain Adaptation with Image-Only Inference

    May 29, 2026Nurjahan Sultana, Moi Hoon Yap, Xinqi Fan +1Skin Lesion ClassificationMelanoma

    Department of Computing and Mathematics, Manchester Metropolitan University Dalton Building, Chester Street, M1 5GD Manchester, UK

  43. dashi: A Python library for Dataset Shift Characterization to Support Trustworthy AI Development and Deployment

    May 29, 2026David Fernández-Narro, Pablo Ferri, Ángel Sánchez-García +2Cross-Dataset BenchmarkArtificial Intelligence Lifecycle

    Biomedical Data Science Lab, Instituto Universitario de Tecnologías de la Información y Comunicaciones, Universitat Politècnica de Valéncia, Camino de Vera s/n, Valencia 46022, España

  44. idSCD: Identifying Training Datasets through Semantic Correlation Descriptors

    May 28, 2026Andrada Gobeaja, Ionut Hodoroaga, Elena Burceanu +1Membership InferenceCross-Dataset Benchmark

    POLITEHNICA University of Bucharest · Bitdefender, Romania · Institute of Mathematics of the Romanian Academy

  45. Mitigating Stethoscope-Induced Shortcuts in Respiratory Sound Classification under Federated Domain Generalization with Causality-Inspired Interventions

    May 28, 2026Heejoon Koo, Yoon Tae Kim, Miika Toikkanen +1Respiratory Sound ClassificationMultimodal Domain Generalization

    University of Illinois Urbana-Champaign, USA · RSC LAB, MODULABS, Korea · Wonkwang University, Korea

  46. Testing the Test: Score-Direction Instability in Class-Split Anomaly Detection

    May 23, 2026Alejandro Ascarate, Leo Lebrat, Rodrigo Santa Cruz +2Anomaly ScoreIntra-Class

    School of Electrical Engineering and Robotics, Faculty of Engineering, Queensland University of Technology, Brisbane, Queensland, Australia.

  47. Rethinking Noise-Robust Training for Frozen Vision Foundation Models: A Cross-Dataset Benchmark with a Case Study of Small-Loss Failure

    May 21, 2026Zitong Li, Haoyu WangNoisy LabelsNoise-Aware

    Department of Biostatistics and Health Informatics · King's College London

  48. Mind Your Margin and Boundary: Are Your Distilled Datasets Truly Robust?

    May 20, 2026Muquan Li, Yingyi Ma, Yihong Huang +5Diffusion-Based Dataset DistillationAdversarial Training

    The Laboratory of Intelligent Collaborative Computing of UESTC, Chengdu, China · Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen, China · Monash University, Melbourne, Australia

  49. Fidelity Probes for Specification--Code Alignment

    May 17, 2026Ferhat Erata, Hao Zhou, Luke HuanCode QualityFidelity

    AWS Agentic AI

  50. Unsupervised Domain Shift Detection with Interpretable Subspace Attribution

    May 15, 2026Sebastian Springer, Alessandro LaioMitigating Domain ShiftElectrocardiography

    SISSA

  51. EAGT: Echocardiography Augmentation for Generalisability and Transferability

    May 14, 2026Soroush Elyasi, Sara Adibzadeh, Nasim Dadashi Serej +1EchocardiographyAugmentation

    THRIVE Centre, University of West London, London, United Kingdom

  52. XWOD: A Real-World Benchmark for Object Detection under Extreme Weather Conditions

    May 12, 2026Chih-Hsin Chen, Yu-Tung Liu, Amar Fadillah +2Object DetectionCross-Dataset Benchmark

    Department of Electronic Engineering, National Taipei University of Technology · Adobe Inc.

  53. DeconDTN-Toolkit: A Library for Evaluation and Enhancement of Robustness to Provenance Shift

    May 11, 2026Yongsen Tan, Zhecheng Sheng, Xiruo Ding +2Distribution ShiftsEmpirical Risk Minimization

    University of Washington · University of Minnesota

  54. The Alpha Blending Hypothesis: Compositing Shortcut in Deepfake Detection

    May 11, 2026Andrii Yermakov, Jan Cech, Mario Fritz +1Deepfake DetectionUnsupervised Detection

    Czech Technical University in Prague · CISPA Helmholtz Center for Information Security

  55. Data-driven Circuit Discovery for Interpretability of Language Models

    May 9, 2026Daking Rai, Mor Geva, Ziyu YaoCircuitsLanguage Modeling

    George Mason University · Tel Aviv University

  56. Rethinking Cross-Domain Evaluation for Face Forgery Detection with Semantic Fine-grained Alignment and Mixture-of-Experts

    Apr 23, 2026Yuhan Luo, Tao Chen, Decheng LiuFace Forgery DetectionCross-Dataset Benchmark

    School of Cyber Engineering, Xidian University, Xi’an 710071, Shaanxi, P. R. China

  57. Cross-Domain Data Selection and Augmentation for Automatic Compliance Detection

    Apr 23, 2026Fariz Ikhwantri, Dusica MarijanComplianceDomain Adaptation

    Validation Intelligence for Autonomous Software Systems Simula Research Laboratory Oslo, Norway

  58. Stabilizing In-Context Multi-Source Domain Adaptation for Biomedical Images Through Controls

    Apr 22, 2026Ana Sanchez-Fernandez, Thomas Pinetz, Werner Zellinger +1Domain AdaptationMedical Imaging Datasets

    ELLIS Unit Linz, LIT AI Lab and Institute for Machine Learning, JKU Linz, Austria · Institute of Artificial Intelligence, Center for Medical Data Science, Medical University Vienna · Clinical Research Center for Medical AI, JKU Linz, Austria

  59. Comparison Drives Preference: Reference-Aware Modeling for AI-Generated Video Quality Assessment

    Apr 18, 2026Minghao Zou, Gen Liu, Guanghui Yue +5Video QualityGenerative Video Models

    Cardiff University Cardiff, UK · Shandong University of Science and Technology Qingdao, China · Shenzhen University Shenzhen, China +2

  60. Perturbation-Regularized Open-Vocabulary Remote Sensing Segmentation with Unified Multi-Domain Evaluation

    Apr 17, 2026Bingyu Li, Tao Huo, Haocheng Dong +4Remote Sensing Image SegmentationOpen-Vocabulary Segmentation

    Department of Electronic Engineering and Information Science, University of Science and Technology of China, China · Institute of Artificial Intelligence (TeleAI), China Telecom, P. R. China · School of Artificial Intelligence, OPtics and ElectroNics (iOPEN), Northwestern Polytechnical University, China