Hyperbolic Representation Learning

Ask about this topic

Momentum

17 papers in the last four weeks, up 467% on the four weeks before. 0.2% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 60

All topics
CardsList

  1. The Implicit Bias of Hyperbolic Representation Learning for Multiclass Data: A Busemann Risk Perspective

    Oct 5, 2026Xingrun Li, Sho Kuno, Yusuke Mukuta +2Riemannian OptimizationImplicit Bias

    The University of Tokyo · RIKEN

  2. Hyperbolic Graph Representation Learning: Embed in One Metric, Optimize with Another

    Oct 5, 2026Federico Larroca, Paola Bermolen, Marcelo Fiori +1Riemannian OptimizationHierarchical Representation Learning

    Facultad de Ingenier´ıa Universidad de la Rep´ublica Uruguay

  3. On the Geometry of Multimodal Saturation: Riemannian VICReg

    Oct 5, 2026Nessim Ben Abbes, Duc Han Le, Sabri Mtibaa +1Self-Supervised LearningGeometric Representation Learning

    Protectline · Télécom Paris

  4. Curvature Under Attack in hZACH-ViT: Gauge Symmetry, Boundary Saturation, and Adversarial Failure

    Sep 30, 2026Athanasios Angelakis, Marta Gomez-BarreroVision TransformerAdversarial Robustness

    BioML, Research Institute CODE, University of the Bundeswehr Munich, Munich, Germany · Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands

  5. Minkowski Attractor Networks: Closed-Form Hyperbolic Flows for Visual Representations

    Sep 29, 2026Zhongping JiVisual Representation LearningHierarchical Representation Learning

  6. CurvSpec: Adaptive Multi-Curvature Learning for Partial Relevant Video Retrieval

    Sep 29, 2026Zhen Liu, Letian Li, Jinpeng Wang +4Cross-Modal RetrievalVideo Representation Learning

    SIGS, Tsinghua University Shenzhen, China · Harbin Institute of Technology, Shenzhen Shenzhen, China

  7. Explaining Hyperbolic Neural Networks via Geometry-Aware Relevance Propagation

    Sep 28, 2026Ping Xiong, Shanglin Li, Yi Ding +2Neural Network InterpretabilityLayer-Wise Relevance Propagation

    BIFOLD, Germany · Technische Universität Berlin, Germany · Nanyang Technological University, Singapore +3

  8. Hyperbolic Multimodal Continual Learning: A Closest-Admissible Solution

    Sep 24, 2026Jiahong Liu, Ming Shen, Xiaohao Liu +4Cross-Modal AlignmentHyperbolic Representation Learning

    The Chinese University of Hong Kong · National University of Singapore · Yale University +1

  9. hyperbolix: Hyperbolic Deep Learning in JAX

    Sep 23, 2026Timo Klein, Thomas Lang, Yllka Velaj +1Hyperbolic Representation Learning

    Faculty of Computer Science, University of Vienna, Vienna, Austria · UniVie Doctoral School Computer Science, University of Vienna, Vienna, Austria · ds:UniVie, University of Vienna, Vienna, Austria

  10. A Hierarchy-Aware Video-Language Model Evaluation and Hyperbolic Baseline for Surgery

    Sep 22, 2026Ana Manzano Rodríguez, Pascal Mettes, Marlies P. Schijven +1Video-Language Model EvaluationHierarchical Representation Learning

    Data Science Center HAVA-Lab, University of Amsterdam · Video & Image Sense Lab, Informatics Institute, University of Amsterdam · Amsterdam UMC Location University of Amsterdam, Surgery +2

  11. Geometry-Aware Hyperbolic Residual Quantization

    Sep 22, 2026Alessio Colombo, Melika AyoughiResidual VQHierarchical Representation Learning

    Universiteit van Amsterdam, Amsterdam, Netherlands

  12. Hyperbolic Restricted Boltzmann Machine Neural Quantum State

    Sep 22, 2026H. L. DaoNeural Quantum StatesQuantum Many-Body Physics

  13. HyperCLIP++: Fine-tuning CLIP forOpen-vocabulary Semantic Segmentation in Hyperbolic Space

    Sep 21, 2026Zelin Peng, Zhengqin Xu, Changsong Wen +4VLM AdaptationOpen-Vocabulary Semantic Segmentation

    MoE Key Lab of Artificial Intelligence, AI Institute, School of Computer Science, Shanghai Jiao Tong University, Shanghai 200240, China · State Key Laboratory of Infrared Physics, Shanghai Institute of Technical Physics, Chinese Academy of Science, Shanghai, 200083, China · Meituan, Shanghai, 200051, China

  14. Hyperbolic Graph Representation Learning for Differential Diagnosis on Biomedical Knowledge Graphs

    Sep 16, 2026Pietro Miotto, Lucia Mellini, Tommaso Marzi +5KG EmbeddingKnowledge Graphs

    Department of Computer Science, Università degli Studi di Milano, Milan, Italy · Università della Svizzera italiana (USI), Lugano, Switzerland · Politecnico di Milano, Milan, Italy +2

  15. HyCoSeq: Contextual Hyperbolic Representation Learning for Genomic Sequences

    Sep 15, 2026Chenhao Zeng, Zhibin Pu, Shufei GeSequence ModelingHyperbolic Representation Learning

    Institute of Mathematical Sciences, ShanghaiTech University, Shanghai, China

  16. Hyperbolic Contrastive Learning with Entailment for Spatial Transcriptomics

    Sep 14, 2026Daniela Vega, Paula Cárdenas, Hannah Ceballos +2Contrastive LearningSpatial Transcriptomics

    Center for Research and Formation in Artificial Intelligence Universidad de los Andes, Colombia

  17. Hyperbolic Geometry for Open-World Object Detection in Remote Sensing Imagery

    Sep 10, 2026Wuzhou Li, Jiawei Zhou, Shenghang Wang +1Open-Vocabulary Object DetectionContinual Learning

    School of Computer Science and Artificial Intelligence, Wuhan Textile University, Wuhan 430072, China · Electronic Information School, Wuhan University, Wuhan 430072, China · Electrical and Computer Engineering, Ohio State University, Columbus, OH, USA +1

  18. RiLM: Parameter-Efficient Language Modeling via Geodesic Decoding

    Sep 9, 2026Fang LiAutoregressive Language ModelingLanguage Modeling

    Department of Computer Science Oklahoma Christian University Edmond, USA

  19. Geometric organization of olfactory descriptor data in the Poincaré disk

    Sep 9, 2026Aniss Aiman Medbouhi, Farzaneh Taleb, Giovanni Luca Marchetti +1Dimensionality ReductionHyperbolic Representation Learning

    Department of Robotics, Perception and Learning School of Electrical Engineering and Computer Science KTH Royal Institute of Technology, Sweden · Department of Mathematics School of Engineering Sciences KTH Royal Institute of Technology, Sweden

  20. HypLTSF: A Hyperbolic Geometric View of Multi-Scale Hierarchies for Long-Term Time Series Forecasting

    Sep 8, 2026Namwoo Kim, Hyungryul Baik, Yoonjin YoonLong-Term Time Series ForecastingHierarchical Representation Learning

    Urban AI Institute, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea · Department of Mathematical Science, KAIST, Daejeon, Republic of Korea · Department of Civil and Environmental Engineering, KAIST, Daejeon, Republic of Korea

  21. HYDRA: Hyperbolic Dynamic Representation Architecture for Kolmogorov-Arnold Networks

    Aug 12, 2026Zhao Su, Yuxin Xia, Haoran Li +4Kolmogorov-Arnold NetworksNeural Network Approximation Theory

    School of Information Science and Engineering, Lanzhou University · Department of Data Science and AI, Monash University · School of Computing and Information Technology, University of Wollongong +1

  22. HyperANFIS: Enhancing Rule Representation and Interpretability in Adaptive Neuro-Fuzzy Systems via Hyperbolic Geometry

    Aug 12, 2026Haoran Pei, Zhao Su, Zetao Lin +6Interpretable MLFuzzy Logic

    school of Information Science and Engineering, Lanzhou University · Department of Data Science and AI, Monash University · School of Computing and Information Technology, University of Wollongong +1

  23. 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

  24. H2AL: Hyperbolic Hierarchy-aware Aggregative Learning for Registration-based Few-shot Medical Image Segmentation

    Aug 7, 2026Jia Wang, Jiaming Cai, Zunying Hu +4Hierarchical Representation LearningMedical Image Registration

  25. Hyperbolic Graph Embedders for Link Prediction and Topology Reconstruction

    Aug 7, 2026Robert Jankowski, Maksim Kitsak, Dorota Celińska-KopczyńskaLink PredictionUnsupervised Representation Learning

    TU Delft · Indiana University · Institute of Informatics, University of Warsaw

  26. HyPASE: Hyperbolic Geometry for Parameter-Efficient Speech Emotion Fine-Tuning Framework for Large Audio-Language Models

    Aug 5, 2026Tian Jin, Ruikang Zhang, Zefeng Zhao +2Audio-Language ModelsMultimodal Emotion Recognition

    Tongji University Shanghai, China · Peking University Beijing, China · The Chinese University of Hong Kong, Shenzhen Shenzhen, China

  27. ProWorld: Progress-Aware Hyperbolic World Models for Long-Horizon Visual Goal Reaching

    Aug 3, 2026Zihan Liu, Yuzhe Zhuang, Yuanzu Li +4World Model-Based PlanningLong-Horizon Planning

    The Hong Kong University of Science and Technology (Guangzhou) · Independent Researcher · The Chinese University of Hong Kong +1

  28. PointCHR: Point Cloud Analysis via Curvature-Aware Hyperbolic Rectification

    Jul 27, 2026Xinxing Yu, Liying Yang, Hao Mo +4Geometric Representation LearningPoint Cloud Understanding

    School of Computer Science and Engineering, Macau University of Science and Technology, Macau, China · School of Computing and Information Technology, Great Bay University, Dongguan, China · Shenzhen International Graduate School, Tsinghua University, Shenzhen, China +1

  29. Riemannian Deep Learning: Modules, Networks, and Geometries

    Jul 21, 2026Ziheng ChenGeometric Representation LearningHyperbolic Representation Learning

    Doctoral School in Information and Communication Technology, Università di Trento

  30. After the Euclidean Highway: Hyperbolic Expert AI as the Next Innovation

    Jul 20, 2026Kwan Soo Shin, In Seok Kang, Munho LeeLanguage ModelingLanguage Model Post-Training

    1*PolymathMinds Lab, Asan, Republic of Korea. · 2aSSIST University, Seoul, Republic of Korea. · 3Samsung Engineering, Seoul, Republic of Korea.