Information Bottleneck

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

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  1. 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

  2. Task-Oriented Communications for Edge-Assisted Multi-View Localization

    Sep 28, 2026Zhengru Fang, Huanhuan Lou, Senkang Hu +5Drone-View Geo-LocalizationMulti-Uav

    Hong Kong JC STEM Lab of Smart City and the Department of Computer Science, City University of Hong Kong, Hong Kong · School of Cyber Science and Technology, Beihang University, Beijing, China

  3. Attention-based Hierarchical Variational Information Bottleneck for Robust Multi-Agent Communication under Variable Bandwidth

    Sep 28, 2026Lukas Koch Vindbjerg, Qi Zhang, Yury Brodskiy +1Information BottleneckBandwidth Extension

    Department of Electrical and Computer Engineering, Aarhus University, Aarhus, Denmark · EIVA a/s, Denmark · DIGIT, Aarhus University, Aarhus, Denmark

  4. EIB-Net: Entropy-Guided Information Bottleneck for Generalizable AI-Generated Image Detection

    Sep 24, 2026Zhida Zhang, Xinlei Ma, Jie CaoAi-Generated Image DetectionImage Generation

    School of Artificial Intelligence, UCAS & NLPR, CASIA Beijing, China · School of Advanced Interdisciplinary Sciences, UCAS & NLPR, CASIA Beijing, China · NLPR, Institute of Automation, Chinese Academy of Sciences Beijing, China

  5. SPIBER: Reconstructing Free Energy Landscapes from Short, Unconverged Trajectories with Generative Flow Networks

    Sep 19, 2026Venkata Sai Sreyas Adury, Pratyush TiwaryFree Energy PrincipleFree-Energy Landscape

    Chemical Physics Program and Institute for Physical Science and Technology, University of Maryland, College Park 20742, USA · Biophysics Program and Institute for Physical Science and Technology, University of Maryland, College Park 20742, USA · Department of Chemistry and Biochemistry and Institute for Physical Science and Technology, University of Maryland, College Park 20742, USA +1

  6. Training-Adaptive Convolutional Sparse Coding via Information Bottleneck for Robust Visual Representation

    Sep 16, 2026Meng'en Qin, Yinchen Liu, Mingxuan Cui +1Information BottleneckSparsity

    Faculty of Computer Science and Artificial Intelligence, Shenzhen University of Advanced Technology, Shenzhen, China · School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, China · School of Mathematics, Shandong University, Jinan, China

  7. Overfitting Mitigation via Singular Value Decomposition in Minimum Bayes Risk Decoding

    Sep 1, 2026Riza Setiawan Soetedjo, Yusuke Sakai, Hidetaka Kamigaito +2Singular Value DecompositionLow-Rank Structure

    Nara Institute of Science and Technology (NAIST) · The University of Tokyo

  8. Information Bottleneck under Perfect Privacy

    Aug 11, 2026Junle Zhong, Mohamad Assaad, Sreejith SreekumarInformation BottleneckMinimax Rate

    Laboratoire des Signaux et Syst`emes (L2S), CNRS, CentraleSup´elec, Universit´e Paris-Saclay, 91190 Gif-sur-Yvette, France

  9. Information Bottleneck Learning for Faithful Time Series Forecasting Explanations

    Jul 30, 2026Xu Zheng, Wei Cheng, Zhuomin Chen +3Time Series ForecastingData-Driven Forecasting

    Florida International University, Miami, FL, USA · NEC Laboratories America, Princeton, NJ, USA · University of Houston, Houston, TX, USA +1

  10. MIND: Lightweight and Effective Memory Injection Defense for LLM Agents via Intent-Aware Information Bottleneck

    Jul 30, 2026Dongyi Liu, Haixing He, Xiaobao Wu +1Instruction Injection AttacksAttacker Large Language Model

    The Hong Kong University of Science and Technology (Guangzhou) · Shanghai Jiao Tong University · The Hong Kong University of Science and Technology

  11. Indexing: the Beginning and the End

    Jul 24, 2026Alexander Kozachinskiy, Vicente Opazo, Felipe UrrutiaDeep Learning ArchitecturesInformation Bottleneck

    CENIA · Pontifical Catholic University of Chile

  12. Rethinking Layer-Wise Information Allocation for Vision Foundation Model Adaptation

    Jul 24, 2026Yuqi Li, Xi Xiao, Yunbei Zhang +6Recent Vision Foundation ModelsFrozen Vision-Language Models

    City College of New York, CUNY · New York, NY, USA · University of Alabama at Birmingham +11

  13. External Clustering Validation by the Homogeneity-Parsimony Trade-off

    Jul 22, 2026Andreas Tiffeau-MayerClusteringSpearman Correlation

    Division of Infection and Immunity & Institute for the Physics of Living Systems, University College London

  14. When Do Multi-Agent Systems Help? An Information Bottleneck Perspective

    Jul 17, 2026Wendi Yu, Lianhao Zhou, Xiangjue Dong +6Multi-Agent CommunicationInformation Bottleneck

    Department of Computer Science & Engineering, Texas A&M University · Department of Electrical & Computer Engineering, Texas A&M University · Computing and Data Sciences Directorate, Brookhaven National Laboratory

  15. Domain Generalization via Text-Anchored Information Bottleneck

    Jul 2, 2026Eunyi Lyou, Yunjeong Choi, Junho Lee +1Multimodal Domain GeneralizationDomain Invariance

    Seoul National University, Seoul, Republic of Korea

  16. Linguistic Bias Mitigation for Spoofing Detection via Gradient Reversal and A Variational Information Bottleneck

    Jun 30, 2026Anh-Tuan Dao, Driss Matrouf, Mickael Rouvier +1SpoofingLinguistics

    Laboratoire Informatique d’Avignon, Avignon Universite, France · EURECOM, Sophia Antipolis, France

  17. VIB-AVSR: Variational Information Bottleneck for Noise-Robust LLM-Based Audio-Visual Speech Recognition

    Jun 28, 2026Piyush Arora, Navlika Singh, Umberto Cappellazzo +2Large Audio Language ModelsInformation Bottleneck

    Imperial College London, UK · NatWest AI Research, UK

  18. The Anatomy of the CTC Oracle Gap: Acoustic Exhaustion and Linguistic Recovery

    Jun 22, 2026Ivan NovosadConstrained DecodingLinguistics

    Faculty of Computer Science, HSE University, Moscow, Russia.

  19. 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

  20. LaME: Learning to Think in Latent Space for Multimodal Embedding via Information Bottleneck

    Jun 11, 2026Peixi Wu, Biao Yang, Feipeng Ma +7Multimodal EmbeddingsEfficient Latent Reasoning

    University of Science and Technology of China · 2Kuaishou Technology · 3Zhejiang University +1

  21. Is Text All You Need? Text as a Universal Information Bottleneck for Speech LLMs

    Jun 8, 2026Ming-Hao Hsu, Yuxuan Hu, Shujie Liu +3Speech Language ModelsToken Embeddings

    School of Data Science, The Chinese University of Hong Kong, Shenzhen, China. · Microsoft Research, Redmond, WA, USA. · Microsoft Research Asia, Hong Kong, China.

  22. IB-HFN: Information Bottleneck-Driven SAR-Optical Fusion Network for High-Fidelity Cloud Removal

    Jun 8, 2026Haojun Guo, Fan Feng, Ziquan Wang +2Synthetic Aperture RadarMultimodal Fusion

    Institute of Geospatial Information, Information Engineering University, Zhengzhou 450001, China

  23. Speaker-Invariant Representation Learning for Spoofing Detection via Gradient Reversal and A Variational Information Bottleneck

    Jun 7, 2026Anh-Tuan Dao, Driss Matrouf, Mickael Rouvier +1SpoofingSpeaker

    Laboratoire Informatique d’Avignon, Avignon Universite, France · EURECOM, Sophia Antipolis, France

  24. CleanCodec: Efficient and Robust Speech Tokenization via Perceptually Guided Encoding

    Jun 3, 2026Eugene Kwek, Feng Liu, Rui Zhang +1Audio TokenizersInformation Bottleneck

    Pennsylvania State University · Drexel University

  25. Plan, Don't Pose: Long Composite Motion Generation with Text-Aligned BFM

    May 28, 2026Nikolay Shvetsov, Maksim Bobrin, Nazar Buzun +2Text-To-Motion GenerationHuman Motion Generation

    AvaCapo, Potsdam, Germany · Potsdam University, Potsdam, Germany · Applied AI Institute, Computational Imaging Lab, Moscow, Russia +2

  26. OVA-IB: One vs All Information Bottleneck for Multi-Modal Alignment

    May 28, 2026Tianchao Li, Shujian Yu, Xinrui Zu +4Multimodal AlignmentModality Alignment

    Hong Kong University of Science and Technology, Hong Kong · Vrije Universiteit Amsterdam, Netherlands · UiT – The Arctic University of Norway, Norway +3

  27. Long Live The Balance: Information Bottleneck Driven Tree-based Policy Optimization

    May 27, 2026Hao Jiang, Shurui Li, Tianpeng Bu +7Frictive Policy OptimizationOffline Reinforcement Learning

    Alibaba Cloud Computing, Alibaba Group.

  28. CASE-NET: Deep Spatio-Temporal Representation Learning via Causal Attention and Channel Recalibration for Multivariate Time Series Classification

    May 21, 2026Fan Zhang, Yating Cui, Hua WangTime-Series ClassificationMultivariate Time-Series

    Shandong Technology and Business University · Ludong University

  29. Diagnosing Multi-step Reasoning Failures in Black-box LLMs via Stepwise Confidence Attribution

    May 19, 2026Xiaoou Liu, Tiejin Chen, Dengjia Zhang +3LLM Reasoning StrategiesReasoning Traces

    1Arizona State University · 2Johns Hopkins University · 3Purdue +1

  30. StableVLA: Towards Robust Vision-Language-Action Models without Extra Data

    May 18, 2026Yiyang Fu, Chubin Zhang, Shukai Gong +7Diffusion-Based Vision-Language-ActionsVision-Language Model Adaptation

    Peking University · Tsinghua University · Astribot +2

  31. Asymmetric Generative Recommendation via Multi-Expert Projection and Multi-Faceted Hierarchical Quantization

    May 14, 2026Bin Huang, Xin Wang, Junwei Pan +6RecommendationText Embeddings

    DCST, Tsinghua University Beijing, China · DCST, BNRist, Tsinghua University Beijing, China · Tencent Shenzhen, China

  32. SynIB: Informational Bottleneck for Maximizing Synergy in Multimodal Learning

    May 12, 2026Konstantinos Kontras, Teodora Gagaleska, Thomas Strypsteen +4Multimodal LearningCross-Modal

    1KU Leuven · 2MIT

  33. VNDUQE: Information-Theoretic Novelty Detection using Deep Variational Information Bottleneck

    May 12, 2026Aryan Gondkar, Hayder Radha, Yiming DengOut-Of-Distribution DetectionInformation Bottleneck

    Nondestructive Evaluation Lab, Department of Electrical and Computer Engineering Michigan State University East Lansing, MI · Department of Electrical and Computer Engineering Michigan State University East Lansing, MI

  34. An Information-Theoretic Criterion for Efficient Data Synthesis

    May 11, 2026Hanyu Li, Zhengqi Sun, Xiaotie DengSynthetic DataInformation Bottleneck

    CFCS, School of Computer Science, Peking University, Beijing, China · Department of Information Management, Peking University, Beijing, China

  35. Generalization Bounds of Emergent Communications for Agentic AI Networking

    May 9, 2026Yong Xiao, Jingxuan Chai, Guangming Shi +1Information BottleneckGeneralization Bounds

    School of Elect. Inform. & Commun., Huazhong Univ. of Science & Technology, China · School of Artificial Intelligence, Xidian University, Xi’an, China · Peng Cheng Laboratory, Shenzhen, China +1

  36. SACHI: Structured Agent Coordination via Holistic Information Integration in Multi-Agent Reinforcement Learning

    May 8, 2026Nikunj Gupta, James Zachary Hare, Jesse Milzman +2Multi-Agent Reinforcement LearningInformation Bottleneck

    University of Southern California, Los Angeles, CA, USA · DEVCOM Army Research Laboratory, Adelphi, MD, USA · DEVCOM Army Research Office, Research Triangle Park, North Carolina, USA

  37. Human-AI Co-Evolution and Epistemic Collapse: A Dynamical Systems Perspective

    May 7, 2026Xuening Wu, Yanlan Kang, Qianya Xu +5Human-Ai CollaborationCognitive Science

    Fudan University, Shanghai, China · Pfizer China, Shanghai, China · University of California San Diego, CA, USA +4

  38. Active Learning for Communication Structure Optimization in LLM-Based Multi-Agent Systems

    May 7, 2026Huchen Yang, Xinghao Dong, Dan Negrut +1Model-Based Multi-Agent SystemsInformation Bottleneck

    University of Wisconsin–Madison

  39. Why Self-Supervised Encoders Want to Be Normal

    Apr 30, 2026Yuval DombSelf-Supervised RepresentationsInformation Bottleneck

  40. Rethinking KV Cache Eviction via a Unified Information-Theoretic Objective

    Apr 28, 2026Jiaming Yang, Chenwei Tang, Liangli Zhen +1Key-Value Cache EvictionEviction

    College of Computer Science, Sichuan University, Chengdu, China · Institute of High Performance Computing, A*STAR, Singapore

  41. Information bottleneck for learning the phase space of dynamics from high-dimensional experimental data

    Apr 27, 2026K. Michael Martini, Eslam Abdelaleem, Paarth Gulati +1Phase SpaceHigh-Dimensional

    Department of Physics, Emory University, Atlanta, GA, USA · Schools of Physics and Psychology, Georgia Institute of Technology, Atlanta, GA, USA · Initiative in Theory and Modeling of Living Systems, Emory University, Atlanta, GA, USA +1

  42. Modeling Higher-Order Brain Interactions via a Multi-View Information Bottleneck Framework for fMRI-based Psychiatric Diagnosis

    Apr 20, 2026Kunyu Zhang, Qiang Li, Vince D. Calhoun +1Human Brain NetworksHypergraphs

    Department of Computer Science, Vrije Universiteit Amsterdam, Amsterdam, 1081 HV, The Netherlands · Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, and Emory University, Atlanta, GA, 30303, USA · Department of Physics and Technology, UiT - The Arctic University of Norway, Tromsø, 9019, Norway

  43. Gated Relational Alignment via Confidence-based Distillation for Efficient VLMs

    Jan 30, 2026Yanlong Chen, Amirhossein Habibian, Luca Benini +1Recent Vision-Language ModelsQuantization-Aware Training

    Department of Information Technology and Electrical Engineering, ETH Zurich, Zurich, Switzerland · School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore · Qualcomm AI Research, Amsterdam, the Netherlands +1

  44. XFACTORS: Disentangled Information Bottleneck via Contrastive Supervision

    Jan 29, 2026Alexandre Myara, Nicolas Bourriez, Thomas Boyer +3Information BottleneckConditional Variational Autoencoder

    ENS Paris

  45. 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

  46. Relational Representation Distillation

    Jul 16, 2024Nikos Giakoumoglou, Tania StathakiKnowledge DistillationContrastive Learning

    Imperial College London London, UK, SW7 2AZ