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. PReM: Learning What to Preserve and When to Refresh for Context Compression

    Jul 15, 2026Bohan Yu, Lei Shen, Chenxi Zhou +5Efficient Long-Context InferenceData Compression Methods

    Alibaba Group

  2. Constraint-Driven Model Optimization: An Industry Framework for Selecting Compression and Acceleration Techniques in Modern Machine Learning Systems

    Jul 15, 2026Dhruv Shivkant, Saket Mohanty, Utkarsh WadhwaOptimization ModelingCompressed Model

    Indian Institute of Science · EXL

  3. VisCo: Leveraging Large Language Models as Intrinsic Encoders for Visual Token Compression

    Jul 14, 2026Yupeng Zheng, Kai Zou, Bin Liu +1Token CompressionData Compression Methods

    Anhui Province Key Laboratory of Digital Security, University of Science and Technology of China Hefei, China

  4. Atomic Units of X: The Compression Layer of Intelligence

    Jul 14, 2026Sachin Dev Duggal, Pradyumna Swarnalatha Ramanna, Alexandros VassiliadesIntelligenceCognitive Science

    SeKondBrain AI Labs, London, United Kingdom.

  5. A JoLT for the KV cache: Near-Lossless KV Cache Compression via Joint Rank-bit Allocation

    Jul 14, 2026Rahul Krishnan, Volker SchulzKey-Value Cache CompressionKey-Value Cache

    Universität Trier · Fachbereich IV, Mathematik, Universität Trier

  6. Token Reduction Is Not Cost Reduction

    Jul 13, 2026Sarel Weinberger, Amir HozezCoding AgentsData Compression Methods

    PointFive

  7. Requential Coding: Pushing the Limits of Model Compression with Self-Generated Training Data

    Jul 13, 2026Shikai Qiu, Marc Finzi, Yujia Zheng +2Data Compression MethodsCodebooks

    New York University · Carnegie Mellon University

  8. HiFi-LLP: High-Fidelity, Low-Cost Latency Predictors with Confidence for Robust HW-NAS

    Jul 13, 2026Shambhavi Balamuthu Sampath, Behzad Shomali, Nael Fasfous +7Hardware-AwareNeural Architecture Search

    Technical University of Munich · BMW Group · University of Bonn

  9. How Query Visibility Changes KV-Cache Compression Rankings: A Matched-Budget Audit

    Jul 11, 2026Daming Luo, Christy Liang, Junyu XuanKey-Value Cache CompressionData Compression Methods

    University of Technology Sydney

  10. SLORR: Simple and Efficient In-Training Low-Rank Regularization

    Jul 9, 2026David González-Martínez, Shiwei LiuLow-Rank StructureRegularization

    Max Planck Institute for Intelligent Systems · University of Tübingen · ELLIS Institute Tübingen +1

  11. Prompt Compression via Activation Aggregation

    Jul 9, 2026Thibaud Ardoin, Semira Einsele, Evis Bregu +1Large Language Model CompressionInstruction-Tuned Models

    Freie Universität Berlin

  12. LUMI: Tokenizer-Agnostic LLM-Based Lossless Image Compression

    Jul 9, 2026Chris Xing Tian, Chengkai Wu, Ziyu Wang +6Learned Image CompressionLarge Language Model Compression

    Peng Cheng Laboratory, Shenzhen, China · Department of Electrical Engineering, City University of Hong Kong, Hong Kong SAR · Department of Computer Science, City University of Hong Kong, Hong Kong SAR +1

  13. Compression Asymmetry and Trajectory Binding in Noise-Anchored Diffusion Inversion

    Jul 8, 2026Yongseong Park, Joeun Kim, HoEun Kim +1Diffusion InversionInverse Design

    Department of EECS DGIST Daegu, Republic of Korea · Department of AI DGIST Daegu, Republic of Korea

  14. EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI

    Jul 8, 2026Hao Kong, Di Liu, Shuo Huai +5Neural Network InferenceConvolutional

    School of Computer Science and Engineering, Nanyang Technological University (NTU), Singapore · HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University (NTU), Singapore · Department of Computer Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway +1

  15. Entropy-Guided Tensor Compression for Multimodal Federated Learning on Edge Devices

    Jul 7, 2026Quoc Bao Phan, Tuy Tan NguyenFederated LearningEdge Devices

    Department of Electrical and Computer Engineering, Center for Advanced Power Systems, FAMU-FSU College of Engineering, Florida State University, Tallahassee, FL 32310, USA

  16. Format-Controlled Multi-Scale JPEG Compression Response Analysis for Image-Level Forgery Screening

    Jul 7, 2026Sujith K MandalaFace Forgery DetectionLearned Image Compression

    Commonwealth Bank of Australia Bangalore, India

  17. The Changing Role of Symbolic Methods in Artificial Intelligence

    Jul 6, 2026Jun SunSymbol-Intelligence

    Singapore Management University, Singapore

  18. Motion Estimation Techniques for Volumetric Video Attribute Compression

    Jul 3, 2026Haoran Hong, Eduardo Pavez, Antonio Ortega +2Point CloudsVolumetric Video

    University of Southern California, 3740 McClintock Ave., Los Angeles, CA 90089-2564, USA · KDDI Research, Inc., 2-1-15 Ohara, Fujimino, Saitama, 356-8502, Japan

  19. Scalable Differentially Private Data Compression via Diffusion and Stochastic Codes

    Jul 3, 2026Gergely Flamich, Oykü Sıla Güner, Yanxiao Liu +1Data Compression MethodsDiffusion-Based Dataset Distillation

    Imperial College London, London, UK

  20. STAC: Selective Spatiotemporal Aggregation and Compression for Video Reasoning Segmentation

    Jul 3, 2026Syed Ariff Syed Hesham, Yun Liu, Guolei Sun +4Spatial TokensToken Compression

    School of EEE, Nanyang Technological University, Singapore · Institute for Infocomm Research, A*STAR, Singapore · VCIP, CS, Nankai University, Tianjin, China +4

  21. CoACT: Action-Preserving Observation Compression for Coding Agents

    Jul 3, 2026Haorui Chen, Yuancheng Zhu, Yitong Zhang +1Coding AgentsData Compression Methods

    College of AI Tsinghua University Beijing, China · School of Intelligence Science and Technology Nanjing University Nanjing, China

  22. The risk of KV cache compression

    Jul 1, 2026Lukas Haverbeck, Carmen Amo Alonso, Andres Felipe Posada-Moreno +2Key-Value Cache CompressionCache

    RWTH Aachen University · Stanford University

  23. Foundation Model-driven Key Anatomy Frame Selection for Blind-sweep Ultrasound Fetal Birth Weight Estimation

    Jul 1, 2026Le Ou, Xiliang Zhu, Huanwen Liang +8Prenatal UltrasoundUltrasound

    Medical Ultrasound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, China · School of Biomedical Engineering, Shenzhen University, Shenzhen, China · School of Biomedical EngineeringNanjing,and Informatics,China Nanjing Medical University +4

  24. Imprint: Online Memory Compression for Long-Horizon Egocentric QA

    Jul 1, 2026Kousik Das, Debaditya RoyImprintData Compression Methods

    IIT, Kharagpur India

  25. Vitality-Aware Compression for Efficient Image-to-Shape Diffusion Transformers

    Jul 1, 2026Jaeah Lee, Hyunjin Kim, Jaewoong Cho +13D Generative ModelsDiffusion Transformers

    KRAFTON AI, Republic of Korea · Amazon, Australia

  26. HASTE: A Framework for Training-Free, Dynamic, and Steerable Compression of Pre-Trained Convolutional Neural Networks

    Jun 29, 2026Lukas Meiner, Jens Mehnert, Alexandru Paul ConduracheTask-Aware CompressionConvolutional

    Robert Bosch GmbH, Leonberg, Germany. · Universität zu Lübeck, Lübeck, Germany.

  27. Optimizing Image Preparation and Compression for Face Recognition within 1024 Bytes

    Jun 29, 2026Paul Andreas, Torsten Schlett, Christoph BuschFace Recognition ModelLearned Image Compression

    Department of Computer Science, Hochschule Darmstadt, Schöfferstraße 3, 64295, Darmstadt, Germany

  28. Why Struggle with Continuous Latents? Interpretable Discrete Latent Reasoning via Rendered Compression

    Jun 29, 2026Shuochen Chang, Qingyang Liu, Shaobo Wang +8Efficient Latent ReasoningIntermediate Latent States

    Shanghai Jiao Tong University · Tongji University

  29. Entropy-Coded MS-VQ-VAE with Learned Priors for Ultra-Low Bitrate Video Compression

    Jun 28, 2026Manikanta Kotthapalli, Banafsheh RekabdarVideo CodingVideo Compression

    Portland State University Department of Computer Science Portland, OR, USA

  30. Contrastive Predictive Coding with Compression for Enhanced Channel State Feedback in Wireless Networks

    Jun 26, 2026Ahmed Y. Radwan, Fahad Syed Muhammad, Matthew Baker +1Channel State InformationPredictive Coding

    Department of Electrical Engineering and Computer Science, York University, Toronto, ON M3J 1P3, Canada · Nokia Networks, 12 rue Jean Bart, Paris-Saclay, Massy, 91300, France · Nokia UK, Broers Building, 21 JJ Thomson Avenue, Cambridge, CB3 0FA, United Kingdom

  31. Enhanced Neural Video Representation Compression across Extreme Complexity and Quality Scales

    Jun 26, 2026Ho Man Kwan, Tianhao Peng, Fan Zhang +3Video CompressionData Compression Methods

    Visual Information Lab, University of Bristol, UK · Network Connectivity Services Research, BT, UK

  32. MinGram: A Minimalist Unigram Tokenizer with High Compression and Competitive Morphological Alignment

    Jun 25, 2026Sander LandUnigram TokenizerToken Compression

    Writer, Inc.

  33. Neural Texture Compression using Hypernetworks

    Jun 25, 2026Belcour LaurentHypernetworkIntermediate Decoder Layers

    Intel Corporation

  34. Information-Aware KV Cache Compression for Long Reasoning

    Jun 25, 2026Jushi Kai, Zhuiri Xiao, Alexandra Birch +1Key-Value Cache CompressionEfficient Long-Context Inference

    LUMIA Lab, School of Artificial Intelligence, Shanghai Jiao Tong University · Shanghai Jiao Tong University · School of Informatics, University of Edinburgh

  35. AVOC: Enhancing Hour-Level Audio-Video Understanding in Omni-Modal LLMs via Retrieval-Inspired Token Compression

    Jun 23, 2026Yijing Chen, Wenhui Tan, Xiaoyi Yu +7Audio-Visual ReasoningLarge Audio Language Models

    1Gaoling School of Artificial Intelligence, Renmin University of China · 2Huawei Inc.

  36. CAVEWOMAN: How Large Language Models Behave Under Linguistic Input and Output Compression

    Jun 23, 2026Morayo Danielle Adeyemi, Ryan A. Rossi, Franck DernoncourtInference CostData Compression Methods

    Independent · Adobe Research

  37. Compression and Retrieval: Implicit Memory Retrieval for Video World Models

    Jun 22, 2026Zhan Peng, Jie Ma, Huiqiang Sun +6Video World ModelsLong-Term Memory

    Huazhong University of Science and Technology, China · HUJING Digital Media & Entertainment Group, China · Sun Yat-sen University, China

  38. UniRank: Unified Rank Allocation for Low-Rank LLM Compression

    Jun 20, 2026Chao Han, Yongjie Du, Junjie Tan +1Large Language Model CompressionTask-Aware Compression

    Ningbo Institute of Digital Twin, Eastern Institute of Technology, Ningbo

  39. Fixed RAG Compression Collapses Measured Reader Scaling

    Jun 20, 2026Sugam Panthi, Rabab AbdelfattahData Compression MethodsQuestion-Answering Benchmarks

    The University of Southern Mississippi

  40. Physics-Preserving Latent Compression for Zero-Shot Resolution Transfer in 3D Turbulence

    Jun 19, 2026Yilong Dai, Yiming Sun, Yiheng Chen +4Turbulent FlowsData Compression Methods

    The University of Alabama · University of Pittsburgh · University of Maryland, College Park

  41. Safe to Check, Unsafe to Use: Relinking at the Compression Boundary of LLM Agents

    Jun 19, 2026Zesen Liu, Zihan Zhang, Dongdong SheAttackerLarge Language Model Agents

    The Hong Kong University of Science and Technology

  42. When Compression Helps and When It Hurts: Condition-Aware Analysis of Chain-of-Thought Distillation

    Jun 19, 2026Siyang Lyu, Xinghao Chen, Zhijing Sun +3Dataset DistillationChain-of-Thought Reasoning

    Ningbo Institute of Digital Twin, Eastern Institute of Technology, Ningbo · Viterbi School of Engineering, University of Southern California · The Hong Kong Polytechnic University +2

  43. PaaF: Raising the perceived quality of INR-Based Image Compression

    Jun 19, 2026Lorenzo Catania, Dario AllegraLearned Image CompressionUltra-Low Bitrates

    Department of Mathematics and Computer Science, University of Catania, Catania, Italy

  44. MoECodec: Image Compression for joint human and machine perception via Mixture-of-Experts

    Jun 19, 2026Jiancheng Zhao, Xiang Ji, Yifan Zhan +2Learned Image CompressionCompressed Model

    The University of Tokyo

  45. Gen2-IC: Bridging Generative Models and Image Codecs through Latent Transport

    Jun 19, 2026Yinhuan Huang, Hao Cao, Pu chen +3Generative Image CompressionAffectcodec

    Tsinghua University

  46. How Fragile Are Training-Free AI-Generated Image Detectors? A Controlled Audit of Score Direction, Preprocessing, and Compression

    Jun 18, 2026Jingwen Zhou, Mingzhe WangAi-Generated Image DetectionUnsupervised Detection

    Xidian University, Xi’an, China

  47. SoftSkill: Behavioral Compression for Contextual Adaptation

    Jun 18, 2026Xijia Tao, Yihua Teng, Xinyu Fu +6Frozen Language ModelNatural Language

    The University of Hong Kong · Huawei Research · City University of Hong Kong +1

  48. Activation- and Influence-Aware Ranks (AIR): Function-Preserving SVD Compression for LLMs

    Jun 18, 2026Nico Harder, Daniel Becking, Karsten Mueller +1Large Language Model CompressionLow-Rank Structure

    Fraunhofer HHI, Berlin, Germany

  49. Lost in a Single Vector: Improving Long-Document Retrieval with Chunk Evidence Aggregation

    Jun 17, 2026Shanshan Lyu, Yiwei Wang, Yujun Cai +2Retrieval LayerVector Database

    Chongqing University · State Key Laboratory of AI Safety · Institute of Computing Technology, Chinese Academy of Sciences +2

  50. Attribution-Guided and Coverage-Maximized Pruning for Structural MoE Compression

    Jun 16, 2026Yifu Ding, Jiacheng Wang, Ge Yang +4Mixture-Of-Expert InferenceMixture-Of-Experts

    State Key Laboratory of Complex & Critical Software Environment, Beihang University · School of Computer Science and Engineering, Beihang University · Nanyang Technological University +1

  51. From Compression to Deployment: Real-Time and Energy-Efficient FastGRNN on Ultra-Constrained Microcontrollers

    Jun 15, 2026Emre Can KizilatesCortexNeural Network Inference

    Independent Researcher, Izmir, Turkey

  52. Context-Aware Markov VAE for CSI Compression in Wireless Systems

    Jun 15, 2026Efstathios Chatziloizos, Konstantinos Vandikas, Aneta Vulgarakis Feljan +2Channel State InformationWireless Communications

    Ericsson Research, Stockholm, Sweden · Department of Computer and Information Science, Linköping University, Linköping, Sweden · Department of Electrical Engineering, Linköping University, Linköping, Sweden

  53. Mixtures of Subspaces for Bandwidth Efficient Context Parallel Training

    Jun 15, 2026Sameera Ramasinghe, Ajanthan Thalaiyasingam, Hadi Mohaghegh Dolatabadi +5Large Language Model CompressionEfficient Long-Context Inference

    Pluralis Research

  54. Learned JPEG Compression for DNN Vision

    Jun 15, 2026Kaixiang Zheng, Ahmed H. Salamah, Siyu Chen +1Learned Image CompressionData Compression Methods

    Department of Electrical and Computer Engineering, University of Waterloo

  55. Variable-Rate Deep Image Compression based on Low-Rank Adaptation by Progressive Learning

    Jun 15, 2026Xing-Yu Xu, Chen-Hsiu Huang, Ja-Ling WuLearned Image CompressionData Compression Methods

    Communications and Multimedia Lab National Taiwan University Taipei, Taiwan

  56. Ablation, Statistical Inference, and Validation for KV-Cache Compression

    Jun 14, 2026Paolo D'Alberto, Ashish Siarasao, Elliott Delaye +1Key-Value Cache CompressionResidual Vector Quantization

    Advanced Micro Devices, Inc.

  57. Exploring a Layer-Wise Design Space for KV Cache Eviction

    Jun 13, 2026Chao Fei, Kaihua Liang, Hanzhi Hu +4Key-Value Cache CompressionKey-Value Cache

    King Abdullah University of Science and Technology · Fudan University

  58. Context Compression Is Not One Thing: Readable Symbolic Re-expression vs. Coherent Summary at Matched Budget

    Jun 12, 2026Sisong Bei, Mikhail L. Arbuzov, Ziwei Dong +2SummarizationData Compression Methods

    Independent Researcher · Palo Alto Networks

  59. MUFFLe: Efficient Model Update Compression via Generalized Deduplication for Federated Learning

    Jun 12, 2026Xiaobo Zhao, Daniel E. LucaniFederated LearningPower Allocation

    DIGIT, Department of Electrical and Computer Engineering, Aarhus University

  60. Can Deep Neural Networks Improve Compression of Very Large Scientific Data?

    Jun 12, 2026Muhannad Alhumaidi, Guozhong Li, Spiros Skiadopoulos +1Task-Aware CompressionData Compression Methods

    King Abdullah University of Science and Technology · Thuwal, Saudi Arabia · University of the Peloponnese +1