Data Compression Methods

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46 papers in the last four weeks, up 39% on the four weeks before. 0.6% of all new papers.

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  1. Multivariate Scientific Data Compression with Learned Cross-Variable Latent Decorrelation and Autoregressive Entropy Modeling

    Aug 31, 2026Liangji Zhu, Anand Rangarajan, Sanjay RankaTask-Aware CompressionData Compression Methods

    Department of Computer & Information Science & Engineering University of Florida Gainesville, FL, USA

  2. LaMoC: Loss-Aware Modular Compression for LLMs

    Aug 31, 2026Mohanad Odema, Jacob SongLarge Language Model CompressionData Compression Methods

    LG Electronics USA

  3. Budget-Aware Compression Pipeline for Single-GPU LLM Inference: Methods, Trade-offs, and Coupling Effects

    Aug 30, 2026Hongyu Yu, Yifei ShenLarge Language Model CompressionLLM Inference Optimization

    Lenovo Research · University of Washington

  4. Just Noticeable Difference Modeling for Token Compression in Vision-Language-Action Models

    Aug 21, 2026Zhuoyuan Li, Rui Zhao, Jin Wang +5Token CompressionGoal-Conditioned Dynamic Manipulation

    Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University, Hong Kong · School of Computer Science and Engineering, Nanyang Technological University, Singapore 639798 · Bytedance Inc. +2

  5. Breaking the Compression Barrier: Cross-Architecture Compression Boundary Learning via Reverse Regrowth

    Aug 17, 2026Zhaocen Liu, Satvik Praveen, Yi ShengCompressed ModelTask-Aware Compression

    University of British Columbia Vancouver, British Columbia, CA · University of South Florida Tampa, Florida, USA

  6. Benchmarking Trustworthiness of SLMs: Pre-trained vs. Compressed

    Aug 12, 2026Haokun Lin, Kaijie Zhu, Haobo Xu +4Small Large Language ModelsLarge Language Model Reliability

    Institute of Automation, CAS Beijing, China · Tsinghua University Beijing, China · Harvard Medical School Boston, U.S. +1

  7. The Sleeping Agent: What Gist-Based Context Compression Loses and Why

    Aug 12, 2026Nicholas E. KyrkewoodConversational MemoryParametric Memory

    Independent Researcher

  8. Every Packet Counts: Dispersing Information for Loss-Resilient Learned Image Compression

    Aug 11, 2026Yuhang Wei, Chuqin Zhou, Yibo Shi +2Learned Image CompressionRate-Distortion Theory

    Shanghai Jiao Tong University · Shanghai Jiao Tong University Shanghai, China · Huawei Technologies Ltd +1

  9. Multiple Scale Latents for Learned Image Compression

    Aug 11, 2026Jonas Brenig, Radu TimofteLearned Image CompressionUltra-Low Bitrates

  10. Mixture-of-Experts-based Entropy Model for Learned Image Compression

    Aug 11, 2026Jonas Brenig, Radu TimofteLearned Image CompressionData Compression Methods

    Computer Vision Lab, CAIDAS & IFI, University of Würzburg, Germany

  11. TACTICL: Task-Aware Compression of Tabular ICL Models

    Aug 11, 2026Mykhailo Koshil, Matthias Feurer, Katharina EggenspergerTabular Foundation ModelsTask-Aware Compression

    TU Dortmund University, Germany · Lamarr Institute for Machine Learning and Artificial Intelligence, Germany

  12. MRIComp4Flow: Compression of 3D Brain MRI for Training Multi-Modal Generative Models

    Aug 10, 2026Lisa K. Fischer, Mykhailo Riabets, Daniel Rueckert +3Magnetic Resonance Imaging DatasetMedical Image Generation

    Technical University of Munich (TUM), Germany · Chair for AI in Healthcare and Medicine, TUM and TUM University Hospital, Munich, Germany · Imperial College London +4

  13. Learning to Modulate, Not to Cycle: Soft Actor---Critic Recovers Inverter-Style Heat-Pump Control

    Aug 10, 2026Faizan Ahmed, Aniket Dixit, James BruseyHvac ControlSoft Actor-Critic

    Centre for Computational Science and Mathematical Modelling, Coventry University, United Kingdom

  14. Can Coding Agents Solve Repository-Level Issues with Rendered Code? An Exploratory Study of Visual Representations

    Aug 10, 2026Weijie Liang, Yuanfeng Song, Xing Chen +3Repository-Level Code UnderstandingCoding Agents

    The Hong Kong University of Science and Technology, Hong Kong, China · ByteDance, China

  15. Reading is not Reasoning: Bridging the Agentic Policy Gap in Vision-Text Compression

    Aug 9, 2026Cheng Fan, Junyi Zhou, Tingzhang Luo +5Data Compression Methods

    City University of Hong Kong · Huawei Technologies Ltd.

  16. AnchorFold: A Focus-Then-Fold Framework via Recursive Attention Propagation for Efficient Multi-Vector Visual Document Retrieval

    Aug 9, 2026Haoyu Zuo, Yibo Yan, Xin Zou +4Visual Document RetrievalVisual Embeddings

    Hong Kong University of Science and Technology (Guangzhou) · Alibaba Cloud Computing · Hong Kong University of Science and Technology

  17. VLZip: Unified Visual and Textual Compression for Interleaved Long-Context Modeling

    Aug 9, 2026Yuqi Zhang, Cheng Chen, Yuyu Guo +6Recent Vision-Language ModelsEfficient Long-Context Inference

    Shanghai Key Lab of Intell. Info. Processing, School of CS, Fudan University, China · Shanghai Innovation Institute, China · Ant Group, China

  18. UniMoMo: Expert Merging-Based MoE Acceleration for Large Recommendation Models

    Aug 9, 2026Lei Xin, Bin Gu, Peize Li +8ExpertsCompressed Model

    Kuaishou Technology · Hohai University · Wuhan University +4

  19. VoxZip: Semantic-Anchored Temporal KV Cache Compression for Long-Context Audio Inference

    Aug 9, 2026Wenxu Jia, Dongjie Fu, Xize Cheng +6Key-Value Cache CompressionAudio Tokenizers

    1Zhejiang University · 2Meituan

  20. Understanding Calibration and Truncation Error Propagation in Training-Free Low-Rank Compression for LLMs

    Aug 9, 2026Mohanad Odema, Gabrielle De Micheli, Dayin Gou +3Large Language Model CompressionLow-Rank Structure

    LG Electronics, North America

  21. Shape Mutating Expert Compression:LorExperts and BTExperts

    Aug 7, 2026Inesh Chakrabarti, Sourjya Roy, Bowen Bao +3Mixture-Of-Experts Large Language ModelsExperts

    Advanced Micro Devices

  22. Toward Reliable Context Compression for Long-Horizon Agents: An Empirical Study of Execution Instability

    Aug 6, 2026Guanghui Min, Liang Wu, Mayank Darbari +2Long-Horizon AgentsCompaction

    Department of Computer Science, University of Virginia, Charlottesville, VA, USA · Nokia, Sunnyvale, CA, USA

  23. KVAE: Family of Tokenizers for Multimodal Generative Models

    Aug 6, 2026Andrey Shutkin, Denis Parkhomenko, Ivan Kirillov +11Visual TokenizersStar-Vae

    Kandinsky Lab

  24. HiSC: Hierarchical Spatial Clustering Token Compression for Efficient 3D Scene Understanding

    Aug 5, 2026Jiuhe Qu, Yingping Liang, Ying Fu3D Scene UnderstandingToken Compression

    Beijing Institute of Technology Beijing, China

  25. Learning Compression Rules for Network Traffic

    Aug 5, 2026Quentin Lampin, Éloi Sainte-Beuve, Louis-Adrien Dufrène +2Network TrafficData Compression Methods

    Orange Research · 1Orange Research · Université Grenoble Alpes +1

  26. Logic Before Language: Pre-pretraining on Formal Derivations Fosters Skill Acquisition and Compressibility

    Aug 4, 2026Jo-Ku Cheng, Nikolaos Aletras, Marco ValentinoLarge Language Model PretrainingPretraining

    School of Computer Science, University of Sheffield, United Kingdom

  27. Diffuse to Compress: Leveraging Diffusion LMs for Lossless Compression

    Aug 4, 2026Angelo Nardone, Paolo FerraginaLarge Language Model CompressionData Compression Methods

    University of Pisa, Department of Computer Science, Pisa, Italy · Scuola Superiore Sant’Anna, Pisa, Italy

  28. OPTD: On-Policy Transition Distillation with Consistency-Guided Adaptive Compression for Few-Step Diffusion Language Models

    Aug 3, 2026Xiaocheng Lu, Hualei Zhang, Shuhan Guo +8Diffusion Language ModelsFew-Step Distillation

    HKUST · NWPU · PolyU

  29. When Compression Scores Cannot Decide: Information Boundaries for Group-Robust LLM Pruning

    Aug 3, 2026Andrew ZhangData Compression MethodsLanguage Model Perplexity

    KTH Royal Institute of Technology

  30. AnchorKV: Anchor-Residual KV Cache Compression

    Aug 3, 2026Malik Khalaf, Yara Shamshoum, Nitzan Hodos +2Key-Value Cache CompressionKey-Value Cache

    Department of Computer Science, Technion - Israel Institute of Technology

  31. Lossless Tensor Compression as Program Synthesis

    Aug 3, 2026Jieke Shi, Junda He, Wenjia Jiang +11Data Compression MethodsIntermediate Checkpoints

    James · Singapore Management University, Singapore · CSIRO, Australia +3

  32. Messages, Not Tokens: Grounded Coresets for Faithful VLM Compression

    Aug 3, 2026Long Qian, Jiaqi Wei, Bingke Zhu +2Large Language Model CompressionLearned Image Compression

    Foundation Model Research Center, Institute of Automation, Chinese Academy of Sciences, Beijing, China · School of Engineering, Cardiff University, Cardiff, United Kingdom · School of Future Technology, University of Chinese Academy of Sciences, Beijing, China +1

  33. Same Semantics, Different Paths: Self-Improving Alignment for Vision-Text Compression

    Aug 3, 2026Tianyu Liang, Xiangxi Zheng, Yilin Wang +1Self-Supervised Vision TransformersData Compression Methods

    Southeast University Nanjing, China · Nanjing University Nanjing, China · Zhejiang University Hangzhou, China +1

  34. Allocation Before Ranking: Decoupled Token Compression for OmniLLMs

    Aug 3, 2026Zhenghui Guo, Yilin Yang, Yuanbin Man +5Token CompressionData Compression Methods

    Department of Computer Science, University of Houston · Department of Computer Science and Engineering, The University of Texas at Arlington

  35. CRAFT: Compression via Recursive Adaptive Fusion of Video Tokens for Vision-Language Models

    Aug 3, 2026Yu Chen, Xiaohong Li, Xiaole Wang +3Token CompressionVideo-Language Models

    1Evermind · 2Shanda Group · 3Peking University

  36. Celty: SpMspV GPU Kernel and SIMT Co-Design for Efficient Dual-Sparse LLM Inference

    Aug 2, 2026Ruokai Yin, Priyadarshini PandaLLM Inference OptimizationDynamic Sparse Attention

    Yale University New Haven, USA · University of Southern California Los Angeles, USA

  37. Rake-Compress Riccati Recursions for Parallel Scenario-Tree Model Predictive Control

    Aug 2, 2026João Sousa-PintoModel Predictive ControlLinear Quadratic Regulator

    independent researcher

  38. Think in Sets for Streaming Video Token Compression

    Aug 2, 2026Moxu Duan, Jingwen Fu, Yuwang WangToken CompressionTask-Aware Compression

    Beijing Jiaotong University · Zhongguancun Academy · Tsinghua University

  39. Control Under Compression: Reliability Frontiers for Tool-Using Agents

    Aug 2, 2026Yinghan Hou, Zongyou YangLanguage-Model AgentsLarge Language Model Reliability

    Department of Electrical and Electronic Engineering Imperial College London London, United Kingdom · Dyson School of Design Engineering Imperial College London London, United Kingdom

  40. Proteus: A Truncation-Robust Entropy Model for Progressive LiDAR Compression

    Aug 1, 2026Yihan Qiu, Xiaodong Lin, Baoquan Zhao +2Light Detection And Ranging Point CloudsLight Detection And Ranging Data

    Peking University · Sun Yat-sen University

  41. TopoCompress: Topology Aware Token Compression Algorithm for Distributed Edge MoE Inference

    Aug 1, 2026Ning Li, Xinyu Wang, Xin Yuan +3Mixture-Of-Expert InferenceToken Compression

    School of Artificial Intelligence, University of Science and Technology Beijing, China · School of Computer Science and Technology, Harbin Institute of Technology, Heilongjiang, China · School of Ocean Engineering, Harbin Institute of Technology, Heilongjiang, China +2

  42. Sign compression for Muon: SignMuon, MuonSign, and the Limits of Error Feedback

    Jul 31, 2026Maria Smirnova, Alexey KravatskiyMuonMomentum Stochastic Gradient Descent

    MIRIAI Moscow, Russia

  43. Measuring Alignment With Reader Highlights Net of Position and Length

    Jul 30, 2026Kazuki Nakayashiki, Keisuke WatanabeMultiple Centrality MeasuresRanking

    Glasp Inc.

  44. OmniDelta: Skill-Driven Budget Allocation for Token Compression in OmniLLMs

    Jul 28, 2026Haoyang Huang, Wenjie Huang, Tianqi Xu +14Token CompressionAudio Tokenizers

    Zhejiang University · Qwen Application, Alibaba · Carnegie Mellon University +2

  45. GenSplatCodec: Feed-Forward Gaussian Splatting Compression via One-Step Diffusion

    Jul 27, 2026Qiang Hu, Zhenlong Wu, Lei Huang +3Feed-Forward 3D Gaussian SplattingFeed-Forward 3D Gaussian

    Cooperative Medianet Innovation Center, Shanghai Jiao Tong University, Shanghai, 200240, China

  46. LLM-based Source Code Compression via Thresholded Symbol Ranking

    Jul 27, 2026Angelo Nardone, Paolo FerraginaLarge Language Model CompressionTask-Aware Compression

    University of Pisa, Department of Computer Science, Pisa, Italy · Scuola Superiore Sant’Anna, Pisa, Italy

  47. Fast Trainable Multilinear Bases for Image Compression

    Jul 26, 2026Shiwen An, Zhongyi Ni, Huanhai Zhou +1Learned Image CompressionBasis Functions

    Department of Information and Communication Engineering, Institute of Science Tokyo, Yokohama 226-8501, Japan · Center for Advanced Intelligence Project (AIP), RIKEN, Tokyo 103-0027, Japan · Thrust of Advanced Materials, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong 511453, China

  48. Codebook Capacity Governs Perceptual Quality Across Resolutions in Hierarchical Discrete Video Compression

    Jul 25, 2026Manikanta Kotthapalli, Banafsheh RekabdarVideo CompressionCodebooks

    Department of Computer Science Portland State University Portland, OR 97201

  49. Does Graph Compression Preserve Signal Propagation?

    Jul 25, 2026Kawshik Banerjee, Khaled Mohammed SaifuddinGraph Edge SparsificationData Compression Methods

    School of Computing, Southern Illinois University, Carbondale, IL, USA

  50. Generative Video Compression with Adaptive Score Distillation

    Jul 24, 2026Naifu Xue, Zhaoyang Jia, Haosen Li +7Video CompressionData Compression Methods

    Communication University of China, Beijing, China · Microsoft Research Asia · University of Science and Technology of China, Hefei, China +1

  51. Parameter-free Adaptive Sparse Attention via Compression-Based Content Selection

    Jul 23, 2026Debarshi Kundu, Swaroop Ghosh, Vasant HonavarDynamic Sparse AttentionEfficient Long-Context Inference

    The Pennsylvania State University

  52. Progressive Cramming: Reliable Token Compression and What It Reveals

    Jul 23, 2026Dmitrii Tarasov, Timofei Lashukov, Elizaveta Goncharova +1Token CompressionData Compression Methods

    FusionBrain Lab, AXXX, Moscow, Russia · HSE University, Moscow, Russia · Artificial Intelligence Institute, Innopolis University, Innopolis, Russia

  53. Beyond Independent Optimization: Compression, MoE Routing, and Quantization Interactions in Multimodal Edge Intelligence

    Jul 23, 2026Jay Gor, Karm Dave, Akshita Abrol +3Multimodal LearningIntelligent Edge

    Nirma University · Singapore Institute of Technology, Singapore · Department of CE-AI and Big Data, Marwadi University

  54. PCA: Persistence-Aware Compression and Aggregation for Fast Video Large Language Models

    Jul 22, 2026Zihan Song, Shuo Ye, Bo Zhao +4Video CompressionVideo Understanding

    Institute for Artificial Intelligence, Great Bay University · Sun Yat-sen University · Youtu Lab, Tencent +2

  55. Black-Box Optimization for Identifying and Inverting Audio Dynamic Range Control Effects

    Jul 22, 2026Haoran Sun, Dominique Fourer, Hichem MaarefBlack-Box OptimizationAudio Understanding

    IBISC (EA 4526), Univ. Évry Paris-Saclay

  56. BLUE: Semantics-Preserving Video Compression for Efficient Vision-Language Surveillance Analytics

    Jul 21, 2026Shubham Baid, Akash James, Sahil Chachra +2Video CompressionVideo Surveillance

    KGraph AI Solutions Pvt. Ltd., Bangalore, India – 560016

  57. EVOLVE: Efficient Learned Volume Compression with Variable-Rate Encoding on a Cross-Domain Database

    Jul 20, 2026Kaiyuan Tang, Maizhe Yang, Chaoli WangData Compression MethodsAutoencoder Architectures

    Department of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN 46556, USA

  58. QIRF Quantum-Inspired Non-Orthogonal Function-Space Compression for 3D Gaussian Splatting

    Jul 20, 2026Shizeng Jiang, Hao Zhang, Xuerui Ma +2Data Compression Methods3D Generation

    1,2,5 School of Electronic Information, Central South University, China · 3,4 Hunan Malanshan Audio and Video Laboratory, China

  59. Compression of 3D Gaussian Splatting Data Using GPU-friendly Graphics Texture Coding

    Jul 16, 2026Amir Said, Randall RauwendaalSpherical HarmonicsCpu-Gpu Hybrid Designs

    Qualcomm AI Research San Diego, CA, USA · Qualcomm Graphics Research Boulder, CO, USA

  60. MixCompress: Mixture of Experts for Variable Rate Learned Image Compression

    Jul 15, 2026Calvin-Khang Ta, Praneet Singh, Tong Shao +1Learned Image CompressionUltra-Low Bitrates

    Dolby Laboratories, USA