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30 papers in the last four weeks, up 400% on the four weeks before. 0.3% of all new papers.

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  1. Neither Black nor White: Balancing Semantic and Collaborative Signals with Graph-Informed Semantic IDs (GrIS)

    Oct 1, 2026Aleksei Medvedev, Alejandro Ariza-Casabona, Steven Derby +3Sequential RecommendationSemantic Relationships

    Huawei Ireland Research Centre Dublin, Ireland

  2. CortexBridge: Cortical Alignment of EEG Montages for Foundation Models

    Oct 1, 2026Jiazhen Hong, Xiaotian Zhou, Zihao Ding +2Electroencephalography Foundation ModelsElectroencephalography

    Department of Electrical and Computer Engineering, Rutgers University Piscataway, NJ 08854, USA

  3. Scaling and Distilling Text Embeddings for Better Diffusibility

    Oct 1, 2026Zekai Zhang, Yunjie Tian, Yanjin He +4Diffusion Language ModelsText Embeddings

    University of Michigan

  4. End-to-End Historical Music Restoration in Latent Space

    Sep 30, 2026Steven Cho, Junghyun Koo, Raphael Lafargue +3RestorationDegradation

    ETH Zurich · Sony Corporate Technology Center America, Inc. · Sony Europe Ltd. +2

  5. Parameterization method of reservoir properties for ensemble-based data assimilation using intermediate latent space of StyleGAN

    Sep 30, 2026Marcio A. Sampaio, Paulo H. Ranazzi, Martin J. BluntData AssimilationLatent Space

    Departamento de Engenharia de Minas e de Petróleo, Escola Politécnica, Universidade de São Paulo, 05508-030, SP, Brasil. · Department of Earth Science and Engineering, Imperial College London, South Kensington, London, UK

  6. World-as-Graph: Relational World Modeling Through Latent Space Graphs

    Sep 30, 2026Yaqi Yang, Shuo Huang, Yujin Huang +3World ModelsIntermediate Latent States

    School of Computing Technologies, RMIT University, Australia · Faculty of Information Technology, Monash University, Australia · KStelrix Star Dynamics Lab, KStelrix, China +1

  7. Interpretable but Fragile? Robustness of Concept Bottlenecks under Geometric-Semantic Perturbations

    Sep 29, 2026Hanwei Zhang, Tianma Hu, Gaojie Jin +2Dermoscopic Concept Bottleneck ModelsRobustness Verification

    Department of Computer Science Saarland University Saarbrücken, Germany · School of Computer Science and Engineering Tianjin University of Technology Tianjin, China · Department of Artificial Intelligence & Institute of Artificial Intelligence and Brain Sciences University of Macau Macau SAR, China +1

  8. Retargeting Motions to Diverse Skeletons via Learnable Flattening

    Sep 29, 2026Kia-Jüng Yang, Fabian H. Sinz, Paweł A. PierzchlewiczCross-Embodiment RetargetingSkeleton

    Institute of Computer Science, University of Göttingen · Campus Institute Data Science, University Göttingen · Pantomim P.S.A

  9. PAMI: Part Anchored Motion for Text to Human-Object Interaction Generation

    Sep 29, 2026Chuqiao Li, Xianghui Xie, Yong Cao +2Interaction DataText Analysis and Detection

    Tübingen AI Center, University of Tübingen, Germany · Max Planck Institute for Informatics, Saarland Informatics Campus, Germany

  10. CHOQOLATE: Organizing Concept Bottleneck Latent Spaces with Choquet Integrals

    Sep 29, 2026Rémi Kazmierczak, Johanne Cohen, Marianne ClauselConcept Bottleneck ModelsInterpretability

    CRAN, Université de Lorraine, CNRS, Nancy, France · LISN, Université Paris-Saclay, CNRS, Orsay, France

  11. Beyond a single latent space: a dual-latent world model for long-horizon planning

    Sep 29, 2026Delin Zhao, Zhengrong Yue, Shaobin Zhuang +6Latent World ModelsLong-Horizon Planning

    Nanjing University · Shenzhen University of Advanced Technology · Shanghai Jiao Tong University +1

  12. ReGDiff: Guided Diffusion in Regulated Latent Space for Exploring Metamaterial Voxel Geometry

    Sep 28, 2026Wangzhi Zhan, Jianpeng Chen, Dongqi Fu +1MetamaterialsVoxel

    Department of Computer Science Virginia Tech Blacksburg, VA 24061 · Meta Menlo Park, CA 94025

  13. Efficient Reasoning via Constrained Optimization in Latent Space

    Sep 28, 2026Zhinan Hou, XingChen Li, Keyou YouLarge Reasoning ModelsReasoning Traces

    Tsinghua University

  14. Next Thoughts Are Distributions: Generative Autoregressive Reasoning in the Latent Space

    Sep 27, 2026Yang Li, Yi Wang, Shiyuan Huang +3ThoughtsReasoning Skills

    Rutgers University · Amazon · University of Illinois at Urbana-Champaign

  15. Industrial Anomaly Detection via Defect-Grounded Reasoning in Visual Latent Space

    Sep 24, 2026Jaron Yeh, Yen-Wei Chang, Jiang Liu +1Latent Visual ReasoningEfficient Latent Reasoning

    National Taiwan University · AMD GenAI

  16. Selective Inference for Deep Clustering in Latent Spaces

    Sep 23, 2026Eina Mizui, Tomohiro Shiraishi, Shunichi Nishino +1ClusteringLatent Space

    Nagoya University · RIKEN

  17. On the Diffusibility of High-Dimensional Latents

    Sep 23, 2026Chao Feng, Zhiyang Xu, Bowei Chen +7Diffusion ModelsAutoencoder Architectures

    Cornell University · Virginia Tech · University of Washington +2

  18. GAE: Learning a Geometry-Native Latent Space for 3D-Consistent World Generation

    Sep 21, 2026Jiahao Lu, Minghao Yin, Wenbo Hu +5Playable Video World GenerationVideo Latents

    The Hong Kong University of Science and Technology · ARC Lab, Tencent IEG · The University of Hong Kong +1

  19. What Makes a Good Medical Image Tokenizer? Rethinking Reconstruction and Generation in Medical Image Tokenization

    Sep 21, 2026Niklas Bubeck, Yundi Zhang, Vasiliki Sideri-Lampretsa +4Medical Image GenerationVisual Tokenizers

    School of Computation, Information and Technology, Technical University of Munich, Germany · Munich Center for Machine Learning, Technical University of Munich, Germany · School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Germany +3

  20. On the Information-Theoretic Limits of Latent-Space Watermarking Through Pretrained Generators

    Sep 21, 2026Jinwan Jeon, Minju Lee, Sung Hoon LimWatermarksWatermarking

    Hallym University, CHUNCHEON-SI, GANGWON-DO, South Korea

  21. ShapeLex: Decoupling Local Shape Symbolization and Global Scale Modeling for Text-Controlled Time Series Generation

    Sep 21, 2026Subo Wei, Jianqi Gao, Mingyan Fan +3Time-Series GenerationText Generation

    School of Computer Engineering and Science, Shanghai University, Shanghai, China · Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai, China

  22. MotionJEPA: Preventing Temporal Feature Collapse by Capturing Visual Changes in Latent Space

    Sep 20, 2026Markus Karmann, Shile Li, Christian Internò +10Video Joint Embedding Predictive ArchitectureS-Jepa

    University of Oxford · vivo Tech Research GmbH · Bielefeld University +5

  23. TRACE: Tractable Routing Autoencoder for Clinical ECG

    Sep 20, 2026Shunbo Jia, Runze Ma, Haonan Lyu +3Electrocardiogram Foundation ModelsTraces

    Department of Bioelectronics, Faculty of Biomedical Engineering, Shenzhen University of Advanced Technology, Shenzhen, 518107, China · Faculty of Information Technology, Monash University, Clayton, Victoria, 3800, Australia · Faculty of Science, University of Queensland, Brisbane, 4072, Australia +1

  24. Search at the Cost of Sampling: Nearly-Instant Latent Space Bayesian Optimization

    Sep 16, 2026Donney Fan, Colin Doumont, Aleksandra Kalisz +4Bayesian OptimizationGenerative Models

    University of British Columbia · Vector Institute · Tübingen AI Center +3

  25. SlotDiT: Object-Centric Representations for Diffusion Transformers

    Sep 15, 2026Gjergj Plepi, Sven BehnkeDiffusion TransformersVideo Generation

    Autonomous Intelligent Systems, Computer Science Institute VI – Intelligent Systems and Robotics, Center for Robotics and the Lamarr Institute for Machine Learning and Artificial Intelligence, University of Bonn, Germany

  26. Circuit-MLLM: Topological Logic-Guided Latent-Space Visual Reasoning for Circuit Schematic Understanding

    Sep 14, 2026Jinyuan Deng, Yuqi Jiang, Wenjing Huang +3CircuitsMultimodal Reasoning

    Zhejiang University, Hangzhou, China

  27. Multimodal Floorplan Encoding: Learning Dense Modality-Invariant Representations

    Sep 14, 2026Xavier Anadón, Rémi Pautrat, Rui WangUnimodal EncodersLatent Space

    University of Zaragoza, Spain · Microsoft, Switzerland

  28. How Should Reasoning Be Organized in a Transformer's Latent Space?

    Sep 12, 2026Hongyu Gu, Chang Liu, Jingwen FuEfficient Latent ReasoningTransformer Architectures

    University of Science and Technology of China Hefei, China · Zhongguancun Academy Beijing, China

  29. NCP-ArchPreview Technical Report: Moving towards Latent Space Language Models through Next Concept Prediction

    Sep 11, 2026NCP Team, Jiaqi Cao, Chiyu Chen +25Autoregressive Language ModelsLatent Space

    Shanghai AI Lab; LUMIA Lab, Shanghai Jiao Tong University

  30. DODR: Deterministic Operator-Driven Reasoning in Latent Space

    Sep 7, 2026Weicai Huang (Beijing MQPat Technologies, Co., Ltd.)Efficient Latent ReasoningDesign Structure Matrices

    Beijing MQPat Technologies, Co., Ltd.

  31. OPAL: Orthonormal Prototype Alignment Learning for Interpretable Image Classification

    Aug 30, 2026Ilán Carretero, Gustavo Jesús Angulo, Rocío del Amor +1Learnable PrototypesImage Classification

    CVBLab, HumanTech, Universitat Politècnica de València, Valencia, Spain · CMA, Mines Paris, PSL University, Sophia Antipolis, France · Artikode Intelligence S.L., Valencia, Spain

  32. V2TATC: Joint Voice-Trajectory Embedding and Dataset for Air Traffic Controller Situational Awareness

    Aug 29, 2026Louis Brusset, Mathurin Petit, Jordan Kam +1Air Traffic ControlSituational Awareness

    Mines Paris–PSL University, Paris, 75006, France · École Polytechnique, Palaiseau, 91128, France · California Institute of Technology, Pasadena, CA, 91125, USA +1

  33. V-RAE: Rethinking Video Latent Spaces for Generation

    Aug 13, 2026Minghui Guo, Shengqiong Wu, Hao FeiAutoregressive Video GenerationStar-Vae

    National University of Singapore · University of Oxford

  34. Evaluation of Clinically Steerable Retinal Image Generation from Foundation Model Latent Spaces

    Aug 13, 2026Zuzanna A. Wakefield-Skórniewska, Bartłomiej W. PapieżMedical Image GenerationLatent Space

    Big Data Institute, Nuffield Department of Population Health, University of Oxford, United Kingdom

  35. Spatially-Grounded Text-to-Video Generation via Inference-Time Gradient-Free Optimization

    Aug 13, 2026Guillaume Jeanneret, Mathis Koroglu, Hugo Caselles-Dupré +2Text-To-Video Diffusion ModelsTransformer Architectures

    ISIR - Sorbonne Université, France · Obvious Research, France · Valeo.ai, France

  36. VIScore: Diagnosing Planning-Relevant Quality in Latent World Models

    Aug 11, 2026Haiyu Wu, Randall Balestriero, Morgan LevineLatent World ModelsWorld Model Planning

    Altos Labs · Brown University

  37. Fourier Self-Supervision for Fine-Grained Generalized Category Discovery

    Aug 9, 2026Sarah Rastegar, Mina Ghadimi Atigh, Pascal Mettes +2Generalized Category DiscoveryFine-Grained Perception

    University of Amsterdam · University of Technology Nuremberg

  38. Sheaf-Based Federated Representation Learning

    Aug 8, 2026Gabriele D'Acunto, Enrico Grimaldi, Valeria Avino +4Heterogeneous Federated LearningLatent Space

    Sapienza University of Rome, Italy

  39. UniJEPA: A Unified Joint-Embedding Predictive Architecture for Task-Agnostic Visual World Modeling

    Aug 7, 2026An Lanji, Dawei Liu, Jin Li +3Video Joint Embedding Predictive ArchitectureJoint-Embedding Predictive Architectures

    University of Electronic Science and Technology of China, Chengdu, China.

  40. How Molecular Generative Models Organize Molecular Identity

    Aug 7, 2026Raul Ortega-Ochoa, Tejs Vegge, Jens S. Bakander +3Molecular GenerationMoleculenet

    Toyota Research Institute, Los Altos, California, USA · Department of Energy Conversion and Storage, Technical University of Denmark · CAPeX Pioneer Center for Accelerating P2X Materials Discovery, Kgs. Lyngby, Denmark +8

  41. Sample-Adaptive Latent Rewards for Uncertainty-Guided Diffusion Post-Training

    Aug 6, 2026Rui Li, Yuanzhi Liang, Ke Hao +4Reward GradientsPost-Training

    University of Science and Technology of China, Hefei, China · Institute of Artificial Intelligence, China Telecom (TeleAI), Shanghai, China · Shanghai Jiao Tong University, Shanghai, China

  42. Robust-WAM: Bridging Generative Pretraining and Semantic Foresight in World-Action Models

    Aug 6, 2026Haodong Yan, Junfeng Li, Junjie He +12Recent World-Action ModelsFaster-Wam

    The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China · Beihang University, Beijing, China · Huawei Foundation Model Department

  43. FarSky: Task-Aware Latent-Space Coupling for Generative Intra-Hour Solar Forecasting

    Aug 6, 2026Yann Fabel, Bijan Nouri, Milon Miah +4Energy ForecastingRetrieval-Augmented Forecasting

    1DLR, Institute of Solar Research · 2RWTH Aachen University · 3CIEMAT, Energy Department, Renewable Energy Division

  44. Hierarchical Flow Matching for 3D Point Cloud Generation

    Aug 6, 2026Linhao Wang, Qichang Zhang, Ye Su +1Contrastive Flow MatchingPoint Clouds

    Shandong Normal University · University of Macau

  45. Multimodal Alignment Through Joint Kernel Entropic Gromov--Wasserstein Optimal Transport

    Aug 4, 2026Yixuan Florence Wu, Yilun Zhu, Naichen ShiMultimodal AlignmentUnimodal Encoders

    Department of Engineering Sciences and Applied Mathematics Northwestern University Evanston, IL 60208, USA · Deparment of Electrical Engineering and Computer Science University of Michigan Ann Arbor, MI 48109, USA · Department of Industrial Engineering and Management Sciences Department of Mechanical Engineering Northwestern University Evanston, IL 60208, USA

  46. On the Geometry of Music Bandwidth Extension in Latent Spaces of Audio Codecs

    Aug 4, 2026Hendrik Vincent Koops, Hao Hao Tan, Elio QuintonNeural CodecsAudio Editing

    Music & Audio Machine Learning Lab · Universal Music Group, London, U.K.

  47. LoopMTP: A looped transformer guided by latent multi-token prediction

    Aug 4, 2026Behzad Shomali, Markus Frey, David Berghaus +2Multi-Token PredictionTransformer Architectures

    Lamarr Institute · University of Bonn · Fraunhofer IAIS

  48. Beyond Global Latents: Chunk-Based Sparse Grid VAE for Scalable 3D Modeling

    Aug 3, 2026Kaiyi Zhang, Zhihao Liang, Haolin Liu +8Voxel3D Reconstruction

    Hong Kong University of Science and Technology · Tencent Hunyuan · The Chinese University of Hong Kong

  49. StraightDP: Geometry-Aware Differential Privacy for Rectified-Flow Transformers

    Jul 31, 2026Xujun Che, Depeng Xu, Xintao WuGenerative ModelsRectified Flow

    Department of Cybersecurity, University of North Carolina at Charlotte, Charlotte, NC, USA · Department of Electrical Engineering and Computer Science, University of Arkansas, Fayetteville, AR, USA

  50. AuricularWorld: Hierarchical Action-Guided World Modeling for Fine-Grained Auricular Structure Segmentation from CT Scans

    Jul 30, 2026Jingwen Yang, Senmao Wang, Luoyao Kang +6Multi Organ Computed Tomography SegmentationAnatomy

    Plastic Surgery Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100144, China · The Chinese University of Hong Kong, Hong Kong SAR, 999077, China · The Chinese University of Hong Kong (Shenzhen), Shenzhen, 518172, China

  51. Beyond Classification: Pathology Foundation Models as Detection Encoders for Mitotic Figures

    Jul 30, 2026Sweta Banerjee, Alireza Teimoury, Nils Porsche +11Pathology Foundation ModelsMitotic Figures

    Flensburg University of Applied Sciences, Flensburg, Germany · Julius-Maximilians-Universität Würzburg, Würzburg, Germany · Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany +4

  52. Soft-Constrained Optimization of Latent Space in Variational Autoencoders

    Jul 26, 2026Ye ShiConditional Variational AutoencoderLatent Variable

    Elmore Family School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN, 47906 USA

  53. Restoration Flow Matching-Based Channel Refinement and Equalization Correction for MIMO Semantic Communications

    Jul 26, 2026Wenkai Liu, Nan Ma, Jianqiao Chen +3Contrastive Flow MatchingMultiple-Input Multiple-Output

    State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China · ZGC Institute of Ubiquitous-X Innovation and Applications, Beijing 100876, China · Cooperative Medianet Innovation Center (CMIC) and the Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai 200240, China

  54. A Multi-stage Constrained Optimization Framework for Data-driven Problems

    Jul 26, 2026Ye ShiConstrained OptimizationConditional Variational Autoencoder

    Elmore Family School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN 47907, USA

  55. FILLER: Feature Imputation via Latent Location Exploration and Retrieval

    Jul 25, 2026Santu Mondal, Chayan Maitra, Rajat K. DeImputationInpainting

    Machine Intelligence Unit Indian Statistical Institute 203 Barrackpore Trunk Road Kolkata 700108

  56. Fashion-3DLR: A Controllable 3D Garment Generation Using Pairwise Fashion Elements for Intelligent Design

    Jul 25, 2026Shenghao Yang, Hongtao Zhang, Yuhan Yi +6GarmentsLatent Space

    Donghua University Shanghai, China · Shanghai Artificial Intelligence Laboratory Shanghai, China

  57. Controlling Embedding Spaces with Text-Conditioned Transformations

    Jul 24, 2026Joseph Fioresi, Fabian Caba Heilbron, Pankaj Nathani +2Visual EmbeddingsLatent Space

    Institute of Artificial Intelligence, University of Central Florida, USA · ⋆Majority of work done as an intern at Adobe Research · Adobe Research, USA

  58. LatentFlow: Visual Analytics for Latent Space Analysis in Molecular Graph Neural Networks

    Jul 24, 2026Shiyi Liu, Jiaqing Chen, Nicholas Hadler +6Chemical StructuresVisual Analytics

    Arizona State University · University of California, Berkeley · ICSI, LBNL, and University of California, Berkeley +2

  59. ODeform: Learning Continuous 4D Motion for Shape Deformation with Neural ODEs

    Jul 22, 2026Yordanka Velikova, Mahdi Saleh, Liming Kuang +1Deformable CnnDeformable

    Technical University of Munich · Munich Center for Machine Learning (MCML)

  60. ERank in Latent Space as an Image-Complexity and Richness Measure

    Jul 21, 2026Maksim Smirnov, Grigory Kononov, Anastasiia Linich +2RankingOptical Character Recognition