Discriminative Congruence Transform

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8 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. GeoLatent: Geometry-Guided Latent Structuring with Routed Optimization for 3D Reasoning

    Oct 1, 2026Yakun Zhu, Yi Bin, Yujuan Ding +53D Spatial ReasoningDiscriminative Congruence Transform

    Tongji University · The Hong Kong Polytechnic University

  2. Rethinking the Information Bottleneck: Structured Decomposition under Label-Induced Partitions

    Oct 1, 2026Jingyao Zhang, Yuxuan Li, Lu Han +2Information BottleneckRepresentation Learning

    School of Computer Science, The University of Sydney Sydney, NSW 2006, Australia

  3. Learning Where to Steer: Noise-Space Geometry for Efficient Offline Multi-Objective Optimization with Generative Models

    Sep 30, 2026Yuan Lu, Esha Singh, Yi-An Ma +1Multi-Objective OptimizationPareto Frontier

    Halıcıoğlu Data Science Institute, UC San Diego · Department of Computer Science & Engineering, UC San Diego

  4. Are In-Context Images Worth 10 Dimensions?

    Sep 29, 2026Adhemar de Senneville, Xavier Bou, Jérémy Anger +2In-Context LearningIn-Context

    Université Paris-Saclay, CNRS, ENS Paris-Saclay, Centre Borelli, Paris, France · Pôle recherche de l’AMIAD, Palaiseau, France · Institut Universitaire de France, Paris, France

  5. ATLAS: Aligned Transport of Latent Structure for Reliable World Model Planning

    Sep 28, 2026Ke Fang, Yupu Yao, Lu ChengLatent World ModelsWorld Models

    Pennsylvania State University

  6. GeoVerse: World-Consistent Novel View Synthesis in Geometric Latent Space

    Sep 28, 2026Kerui Ren, Tao Lu, Linning Xu +5Novel View SynthesisGenerative Video Models

    Shanghai Jiao Tong University · Shanghai Artificial Intelligence Laboratory · The Chinese University of Hong Kong +3

  7. Probabilistic Geodesic Flow Matching on Location-Scale Families

    Sep 28, 2026Zeyuan Yu, Zhi Chang, Shiwei LanRiemannian Flow MatchingDiscriminative Congruence Transform

    School of Mathematical & Statistical Sciences Arizona State University Tempe, AZ 85287 USA

  8. Geometry-Aware Bayesian Parameter-Efficient Fine-Tuning on the Stiefel Manifold via Stein Variational Gradient Descent

    Sep 8, 2026Quang-Duy Tran, Trung Le, Bao Duong +2Discriminative Congruence TransformManifolds

    Deakin Applied Artificial Intelligence Initiative, Deakin University, Geelong, Australia · Department of Computer Science, Aalto University, Espoo, Finland · Department of Data Science & AI, Monash University, Melbourne, Australia

  9. Latent-Space No-Arbitrage Geometry of Generative Models for Implied Volatility Surfaces

    Aug 31, 2026Jing Wang, Shuaiqiang Liu, Cornelis VuikVolatilityConditional Variational Autoencoder

    Delft Institute of Applied Mathematics, Delft University of Technology

  10. Spectral graph clustering with inhomogeneous latent geometry

    Aug 11, 2026Konstantin Avrachenkov, Lucas S. Sibemberg, Alexander Van WerdeGraph Edge SparsificationSpectral Decomposition

    Inria Sophia Antipolis, France · Federal University of Rio Grande do Sul, Brazil · University of Münster, Germany

  11. Self-Supervised Representation-Guided Generative Dataset Distillation

    Aug 4, 2026Mingzhuo Li, Guang Li, Linfeng Ye +4Diffusion-Based Dataset DistillationDataset Distillation

    Hokkaido University, Japan · University of Toronto, Canada · University of Tokyo, Japan

  12. GUIDED Network-Agnostic Feature Initialization for Spatial Transferability in GNN-based Models

    Jul 21, 2026Alessandro Scalese, Santhanakrishnan Narayanan, Constantinos AntoniouGnn-Based DetectorsDiscriminative Congruence Transform

    Technical University of Munich, Arcisstrasse 21, 80333 Munich, Germany

  13. The Geometry of Semantic Space: A Continuous Geometric Framework for the Transformer Architecture

    Jul 19, 2026Zhihua LiangTransformer ArchitecturesVisual Geometry Grounded Transformer

    INFN, Sezione di Cagliari, I-09042 Monserrato (CA), Italy

  14. On the Geometry of Learned Representations in Event-Based Multi-Modal Egomotion Estimation

    Jul 17, 2026Stefano Silvestrini, Michele CeresoliEgocentric Motion GenerationMulti-Sensor Fusion

    Politecnico di Milano, Via Giuseppe La Masa, 34, 20156, Milan, Italy

  15. Spectral Concentration and Recovery in Sparse High-Dimensional Random Geometric Graphs

    Jul 15, 2026Manuel Fernandez, Yizhe ZhuInhomogeneous Random GraphsDiscriminative Congruence Transform

    Department of Mathematics, University of Southern California

  16. Geometric and Information Compression of Representations in Deep Learning

    Jun 19, 2026Linara Adilova, Henning Petzka, Asja Fischer +1Information BottleneckMutual Information

    Research Center Trustworthy Data Science and Security, Dortmund · Faculty of Computer Science, Ruhr University Bochum · Signal Processing and Speech Communication Laboratory, Graz University of Technology +2

  17. Online Distributional Prediction via Latent Cluster Geometry Under Drift and Corruption

    Jun 17, 2026Navyansh Mahla, Prateek Chanda, Ganesh RamakrishnanLearning-Augmented AlgorithmsPosterior Predictive Distribution

    Indian Institute of Technology, Bombay

  18. The Loss Is Not Enough: Sampling Conditions and Inductive Bias in Contrastive Representation Learning

    Jun 2, 2026Justinas Zaliaduonis, Patrick Putzky, Till Richter +1Contrastive LearningDiscriminative Congruence Transform

    Technical University of Munich, Munich, Germany · Stanford University, Stanford, USA · Merantix Momentum GmbH, Berlin, Germany +2

  19. Dynamics Are Learned, Not Told: Semi-Supervised Discovery of Latent Dynamics Geometries For Zero-Shot Policy Adaptation

    Jun 1, 2026Zhiming Xu, Weitao Zhou, Xianghui Pan +4Discriminative Congruence TransformZero-Shot

    School of Computer Science and Engineering, Tongji University, Shanghai, China · School of Vehicle and Mobility, Tsinghua University, Beijing, China · Simple AI, Beijing, China +1

  20. hZACH-ViT: Curved Latent Geometry for Compact Vision Transformers in Low-Data Medical Imaging

    May 30, 2026Athanasios AngelakisSelf-Supervised Vision TransformersVision Transformer

    BioML Lab, Research Institute CODE, UniBw, Munich, Germany · Department of Epidemiology and Data Science, Amsterdam UMC, Amsterdam, Netherlands

  21. Graph Transfer Learning via Shared Latent Geometry: Theory and Applications

    May 30, 2026Tong Wu, Andrew Campbell, Anna ScaglioneDiscriminative Congruence TransformPhysics-Informed Learning

    University of Central Florida, USA · Cornell University, USA

  22. Latent Geometric Chords for Query-Efficient Decision-Based Adversarial Attacks

    May 29, 2026Ei Hmue Khine, Yao Li, Jiebao Sun +3Black-Box Adversarial AttacksDiscriminative Congruence Transform

    School of Mathematics, Harbin Institute of Technology, Harbin 150001, China

  23. Equivariant Latent Alignment via Flow Matching under Group Symmetries

    May 29, 2026Sunghyun Kim, Jaehoon Hahm, Jeongwoo Shin +1Discriminative Congruence TransformLatent Flow

    1Seoul National University, Seoul, Korea · University of Illinois Urbana-Champaign, Illinois, USA

  24. Riemannian-Manifold Steering: Geometry-Aware Generative Autoencoders for Label-Free Steering

    May 24, 2026Narmeen Oozeer, Shivam Raval, Philip Quirke +4Linear Activation SteeringSteering

    Martian · Harvard University · Thoughtworks +1

  25. Group-Aware Matrix Estimation and Latent Subspace Recovery

    May 19, 2026Hamza Golubovic, Matthew Shen, Genevera I. Allen +1Tensor CompletionLow-Rank Structure

    Department of Statistics, Columbia University New York, NY 10027 · Department of Statistics, Irving Institute for Cellular Dynamics, Zuckerman Institute Columbia University New York, NY 10027 · School of Data and Information Sciences, University of North Carolina at Chapel Hill Chapel Hill, NC 27599

  26. AURORA: Contextual Orthogonalization for Geometric Representation Learning in Healthcare Foundation Models

    May 18, 2026Yuanyun Zhang, Shi LiMedical World ModelRepresentation Learning

    University of the Chinese Academy of Sciences · Columbia University

  27. Controlla: Learning Controllability via Graph-Constrained Latent Geometry

    May 15, 2026Jamuna S. Murthy, Amin Karimi Monsefi, Rajiv RamnathControllabilityMultimodal Generation

    Ramaiah Institute of Technology · The Ohio State University

  28. Aligning Latent Geometry for Spherical Flow Matching in Image Generation

    May 14, 2026Tuna Han Salih Meral, Kaan Oktay, Hidir Yesiltepe +2Discriminative Congruence TransformDiffusion Models

    Virginia Tech · fal

  29. TrackCraft3R: Repurposing Video Diffusion Transformers for Dense 3D Tracking

    May 12, 2026Jisu Nam, Jahyeok Koo, Soowon Son +43D TrackingVideo Diffusion Models

    KAIST AI · Google DeepMind

  30. SphereVAD: Training-Free Video Anomaly Detection via Geodesic Inference on the Unit Hypersphere

    May 8, 2026Chao Huang, Penfei Wei, Wei Wang +5Training-Free Video Anomaly DetectionFine-Grained Video Understanding

    1Shenzhen Campus of Sun Yat-sen University · 2Harbin Institute of Technology, Shenzhen

  31. Beyond Gaussian Bottlenecks: Topologically Aligned Encoding of Vision-Transformer Feature Spaces

    Apr 30, 2026Andrew Bond, Ilkin Umut Melanlioglu, Erkut Erdem +1Visual Geometry Grounded TransformerDiscriminative Congruence Transform

    Department of Computer Engineering, Kocı University, Istanbul, Turkey · KUIS AI Research Center, Istanbul, Turkey · Department of Electrical and Electronics Engineering, Kocı University, Istanbul, Turkey +1

  32. Self-Supervised Representation Learning via Hyperspherical Density Shaping

    Apr 27, 2026Esteban Rodríguez-Betancourt, Edgar Casasola-MurilloSelf-Supervised RepresentationsDiscriminative Congruence Transform

    Posgrado en Computación e Informática · Universidad de Costa Rica · Escuela de Ciencias de la Computación

  33. Geometric Decoupling: Diagnosing the Structural Instability of Latent

    Apr 20, 2026Yuanbang Liang, Zhengwen Chen, Yu-Kun LaiDiscriminative Congruence TransformInstability

    School of Computer Science and Informatics, Cardiff University, Cardiff, United Kingdom

  34. ATLAS: Constitution-Conditioned Latent Geometry and Redistribution Across Language Models and Neural Perturbation Data

    Apr 19, 2026Gareth Seneque, Lap-Hang Ho, Nafise Erfanian Saeedi +2AtlasDiscriminative Congruence Transform

    Australian Broadcasting Corporation

  35. Geometry Reinforced Efficient Attention Tuning Equipped with Normals for Robust Stereo Matching

    Apr 10, 2026Jiahao Li, Xinhong Chen, Zhengmin Jiang +3Stereo MatchingSynthetic-To-Real Domain Gap

    Department of Computer Science, City University of Hong Kong, Hong Kong, China · Department of Computer Science, Southern Methodist University, Dallas, TX, 75205, USA · Hon Hai Research Institute

  36. Understanding Latent Diffusability via Fisher Geometry

    Apr 3, 2026Jing Gu, Morteza Mardani, Wonjun Lee +2Discriminative Congruence TransformDiffusion Dynamics

    School of Mathematics, University of Minnesota · NVIDIA · Department of Mathematics, The Ohio State University +1

  37. Geometry-Aware Deep Congruence Networks for Manifold Learning in Cross-Subject Motor Imagery

    Nov 24, 2025Sanjeev Manivannan, Chandra Shekar LakshminarayanElectroencephalography DecodingElectroencephalography

    Department of Biotechnology · Department of Data Science and Artificial Intelligence

  38. Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity

    Nov 4, 2025Ronald KatendeDiscriminative Congruence TransformInformation Bottleneck

    Department of Mathematics, Kabale University, Katuna Road, Kikungiri Hill, Kabale, 317, Uganda

  39. Learning Latent Graph Geometry via Fixed-Point Schrödinger-Type Activation: A Theoretical Study

    Jul 27, 2025Dmitry Pasechnyuk-Vilensky, Martin TakáčDiscriminative Congruence TransformDifferentiable Optimization

    MBZUAI, UAE