Invariant Representation Learning

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21 papers in the last four weeks, up 110% on the four weeks before. 0.2% of all new papers.

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  1. Attributing Preprocessing Invariance in Spectral Foundation Models

    Aug 14, 2026Dongjun Wei, Hongyi WuTransfer LearningRaman Spectroscopy

    ESCP Business School, Paris · OpluxCare Tech Group Ltd. · The University of Hong Kong, Hong Kong

  2. Embedding Rotation Invariance for Provable Multi-Oriented Scene Text Recognition

    Aug 11, 2026Zhibin Ma, Pengwen Dai, Yi Liu +3Scene Text RecognitionEquivariant Neural Networks

    Shenzhen Campus of Sun Yat-sen University, China · Shenzhen Key Laboratory of Adversarial Artificial Intelligence, China · Baidu Inc., China +1

  3. SapiensID 2.0: Aligning Human Recognition Foundation Models with Human Perception

    Aug 11, 2026Yiyang Su, Jie Zhu, Feng Liu +2Biometric IdentificationFace Recognition

    Michigan State University · Drexel University · University of North Carolina, Chapel Hill

  4. CoRCi: Cross-Reconstruction of Coherent Interests Modeling in Cross-Domain Sequential Recommendation

    Aug 10, 2026Qingtian Bian, Tieying Li, Marcus de Carvalho +3Sequential RecommendationInvariant Representation Learning

    Nanyang Technological University Singapore · Northeastern University China · Shanghai University of Finance and Economics China

  5. Hyperbolic Multimodal Continual Learning

    Aug 10, 2026Jiahong Liu, Ming Shen, Xiaohao Liu +4Cross-Modal Representation LearningInvariant Representation Learning

    Department of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, China · School of Computing, National University of Singapore, Singapore · Department of Computer Science, Yale University, New Haven, CT, United States +1

  6. From Objectives to What Models Learn: A Landau Theory of Invariant Learning

    Aug 10, 2026Pinli Wang, Yue He, Peng CuiPredictive Representation LearningInvariant Representation Learning

    Department of Physics, Tsinghua University, Beijing, China · Department of Computer Science and Technology, Tsinghua University, Beijing, China

  7. Are Visual Place Recognition Models Recognizing Places or Conditions? Distractor-Augmented Evaluation and Condition Suppression

    Aug 7, 2026Beomsu Kim, Minwoo Jung, Giseop KimVisual Place RecognitionRetrieval Robustness

    Department of Robotics and Mechatronics Engineering, DGIST, Daegu, Republic of Korea · Department of Mechanical Engineering, Seoul National University, Seoul, Republic of Korea

  8. Dual-Attention and Adversarial Transfer Networks for Sim-to-Real Cross-Orientation Wireless Sensing

    Aug 6, 2026Linfeng Du, Kehan Wu, Tong Zhang +1Synthetic-to-Real Domain AdaptationUnsupervised Domain Adaptation

    National Graduate College for Engineers, Southern University of Science and Technology, Shenzhen, 518055, China · Guangdong Provincial Key Laboratory of Aerospace Communication and Networking Technology, Harbin Institute of Technology, Shenzhen, 518071, China · Southern University of Science and Technology, Shenzhen, 518055, China

  9. VR3D: View-Robust 3D Representation Learning for Aerial-Ground Person Re-Identification

    Aug 3, 2026Chao Ji, Shiyu Xuan, Zechao Li3D Representation LearningInvariant Representation Learning

    School of Computer Science and Engineering, Nanjing University of Science and Technology

  10. Breaking the Horizontal Prior: From Long-Tailed Orientation Bias to Roll-Robust Monocular Depth Estimation

    Aug 1, 2026Kaihua Tang, Ziqing Xia, Xiaoxu Zheng +4Depth EstimationMonocular Depth Estimation

    Tongji University · Huawei Technologies Ltd.

  11. ShadowDancer: Teaching Video World Models Any Action by Learning Unified Dynamics Representations from a Video and Its Shadow

    Jul 30, 2026Jin Cao, Zian Meng, Kaipeng ZhangLatent Action LearningAction-Conditioned World Models

    1Alaya Lab · 2Shanghai Innovation Institute

  12. A Montage-Agnostic Encoder for Calibration-Light Cross-User Gesture Recognition from Surface Electromyography

    Jul 30, 2026Jethro Odeyemi, W. J. ZhangEMG-Based Gesture RecognitionFew-Shot Learning

    Division of Biomedical Engineering, University of Saskatchewan, 57 Campus Drive, Saskatoon, SK, S7N 5A9, Canada

  13. Improved Robustness in AI-Generated Music Detection

    Jul 29, 2026Emile Dugelay, Thomas Barand, Aurélien Laouar +3Audio Deepfake DetectionExplainable Deepfake Detection

    Department of Computer Science, Ecole Centrale de Lyon, France · Deezer Research, Paris, France

  14. Device Invariance using Domain Adaptation on Acoustic Scene Classification

    Jul 28, 2026Abhishek dileep, Shubham Sharma, Padmanabhan RajanDomain-Adversarial LearningUnsupervised Domain Adaptation

    School of Computing and Electrical Engineering Indian Institute of Technology Mandi, Himachal Pradesh, India

  15. Unbiased Open World Regularization for Fair Self-Supervised Learning

    Jul 24, 2026L{é}o Nicollier, Marc Pic, Pablo Mus{é} +2Self-Supervised LearningDistribution Matching

    CB, ATT · Université Paris-Saclay, CNRS, ENS Paris-Saclay, Centre Borelli, France · ATT +4

  16. Unveiling Invariant and Transferable Latent Factors Across Heterogeneous Environments via ATLAS

    Jul 20, 2026Yihong Gu, Katherine Liao, Tianxi CaiLatent Variable ModelsDomain Generalization

    Harvard University

  17. fSRD: Fuzzy Spectral Region Decomposition -- Automated Multi Operator Koopman Representations via an Adaptive Spectral Learning Architecture

    Jul 20, 2026Charles Bokor, Mark Cary, Denise Morrey +1Koopman Operator LearningNonlinear System Identification

    School of Engineering, Computing and Mathematics Oxford Brookes University Oxford OX33 1HX, UK · Department of Aeronautical and Automotive Engineering Loughborough University Loughborough LE11 3TU, UK

  18. Joint-Embedding Predictive Architecture for Sensor-based Activity Recognition

    Jul 17, 2026Mohd Halim Mohd Noor, Abdulrahman M. A. BarakaHuman Activity RecognitionSelf-Supervised Time Series Representation Learning

    School of Computer Sciences, Universiti Sains Malaysia, 11800 Pulau Pinang, Malaysia · Artificial Intelligence Research Center, Ajman University, Ajman, United Arab Emirates · Al-Quds Open University, Ramallah, Palestine

  19. What Makes a Representational Prior Work? Feature Families, Label-Free Invariances, and Critical Windows in Grokking

    Jul 14, 2026Gunner Levi HoweContrastive LearningInductive Bias

  20. Group Invariant Spectral Embedding

    Jul 9, 2026Yeari Vigder, Paulina Hoyos, David Thong +3Manifold LearningDimensionality Reduction

    Department of Statistics and Operations Research, Tel Aviv University, Tel Aviv, Israel · Department of Mathematics, University of Texas at Austin, Austin, TX, USA · Department of Mathematics, KTH Royal Institute of Technology, Stockholm, Sweden

  21. Eigenbasis-Independent Learnable Spectral Positional Encodings for Directed Graphs via Hermitian Block Krylov Subspaces

    Jul 8, 2026Jiaqing Xie, Yuxin WangPositional EncodingSpectral Methods

    Fudan University

  22. When Do Geometric Algebra Layers Beat Scalarization? A Controlled Study on SO(3)-Equivariant Vector Laws

    Jul 7, 2026Fabien PollyEquivariant Neural NetworksEquivariant Representation Learning

  23. Streaming Neural Speech Codecs through Time-Invariant Representations

    Jul 6, 2026Kélian Estève, Salima Mhdaffar, Mickael Rouvier +2Audio Representation LearningNeural Audio Codecs

    LIA, Avignon Universit´e, France · LS2N, Nantes Universit´e, France

  24. On Preserving Geometrical Invariance for Superpixel Image Classification using Graph Transformer

    Jul 5, 2026Sarabeshwar Balaji, Shubham Mohanty, Akash AnilGraph Neural NetworksInvariant Representation Learning

    Indian Institute of Science Education and Research Bhopal, Bhopal, Madhya Pradesh, 462066, India

  25. Conservative Subject Invariant EMG-based Gesture Recognition

    Jul 4, 2026Hamed Rafiei, Ali MousaviEMG-Based Gesture RecognitionAdversarial Representation Learning

    Department of Electrical Engineering, Center of Excellence on Soft Computing and Intelligent Information Processing, Ferdowsi University of Mashhad, Mashhad, Iran · Department of Computer Engineering, Ne. C., Islamic Azad University, Neyshabur, Iran

  26. Lacuna Inc. at SemEval-2026 Task 4: Structurally Gated State-Space Models for Disentangling Narrative Similarity

    Jul 3, 2026Aleksey Kudelya, Rafif Alshawi, Alexander ShirninSemantic Textual SimilarityRepresentation Learning

    ïHSE University

  27. Fourier Preconditioning for Neural Feature Learning

    Jul 2, 2026Preston Pitzer, Anish Pradhan, Harpreet S. DhillonFrequency-Domain Feature LearningPredictive Representation Learning

  28. BIFROST: Bridging Invariant Feature Representation for Observation-space Sim2Real Transfer

    Jul 1, 2026Yunfu Deng, Josiah P. HannaZero-Shot LearningRobot Policy Learning

    Department of Computer Sciences, University of Wisconsin–Madison, Madison, WI 53706 USA

  29. Mirror-Fusion Attention for Reflection-Aware Self-Supervised Representation Learning

    Jul 1, 2026Ruixin Li, Jin Liu, Yuling Shi +1Representation LearningVision Transformer

    Department of Computer Science and Engineering, University of Bologna, Bologna, Italy · Jilin University, Changchun, China · Shanghai Jiao Tong University, Shanghai, China

  30. OLIVE: View-Augmented Latent Prediction with Waveform Reconstruction for Speech SSL

    Jun 29, 2026Karl El Hajal, Mathew Magimai. -DossPredictive Representation LearningSelf-Supervised Speech Representation Learning

    Idiap Research Institute, Switzerland · EPFL, Switzerland