Task-Aware Compression

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11 papers in the last four weeks, up 120% on the four weeks before. 0.1% of all new papers.

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  1. Q-SPT: Learnable Query-Based Compression for Low-Frame-Rate Speech Tokenization

    Oct 1, 2026Jeeyoung Yun, Seohwan Yun, Sungwoong KimNeural Speech CodecsAudio Tokenizers

    Korea University, Seoul, Republic of Korea

  2. Sequential Functional Structured Tucker Compression for Large Language Model Attentions

    Sep 30, 2026Jiangfeng Chen, Xinyu Wang, Tianshuo Yan +4Large Language Model CompressionTask-Aware Compression

    University of Manitoba · McGill University · Simpleway +2

  3. ResComEmb: Effective and Efficient Multimodal Embedding via Residual Homogeneity Compression

    Sep 29, 2026Zijing Cai, Yuzhe Wang, Jingxian Zhu +2Multimodal EmbeddingsTask-Aware Compression

    University of Science and Technology of China · Hefei University of Technology · National University of Singapore

  4. HyperZip: Efficient Data Compression through Personalized Diffusion LLMs with Hypernetworks

    Sep 28, 2026Thai Nguyen, Khang Tran, NhatHai PhanTask-Aware CompressionAutoregressive Decoding

    New Jersey Institute of Technology

  5. The Hidden Perception Constraint in Task-Aware Compression

    Sep 28, 2026Sahan Liyanaarachchi, Semih Akkoc, Sennur Ulukus +1Task-Aware CompressionPerceptual Quality

    University of Maryland College Park, MD, USA · The Ohio State University Columbus, OH, USA

  6. Revisiting Distributed Sign-Based Variance Reduction

    Sep 16, 2026Wei Jiang, Zechao Li, Lijun ZhangDecentralized OptimizationVariance Reduction

    School of Computer Science and Engineering, Nanjing University of Science and Technology, China · National Key Laboratory for Novel Software Technology,Nanjing University, China · School of Artificial Intelligence, Nanjing University, China

  7. LACE: Layer-Wise Compression for Dynamic Frame Rate Codecs

    Sep 15, 2026Thanapat Trachu, Samuele Cornell, William Chen +1Frame RateVideo Coding

    Language Technologies Institute, Carnegie Mellon University, Pittsburgh, USA

  8. Dynamic Semantic Compression for Efficient Latent-Space Inference in Large Language Models

    Sep 14, 2026Peipei Li, Dongsen Zhang, Yuchen Liu +1LLM Inference OptimizationTask-Aware Compression

    Beijing University of Posts and Telecommunications, Beijing, China

  9. Memory Compression for High-Fanout Agent Sandboxes

    Sep 12, 2026Mengming Li, Ceyu XU, Qijun Zhang +4SandboxTask-Aware Compression

    HKUST

  10. AttnCompress: Dynamic Attention-Guided Trajectory Compression for Software Engineering Agents

    Sep 8, 2026Zhengran Zeng, Yixin Li, Rui Xie +2Task-Aware CompressionData Compression Methods

    Peking University, China

  11. Photonic reservoir computing with dimensionally compressed readout

    Sep 7, 2026Gerald Kobi, Mohab Abdalla, Miguel C. Soriano +1Reservoir ComputingReservoir

    Université de Lorraine, CentraleSupélec, LMOPS, F-57000 Metz, France · Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC), CSIC–UIB, Campus UIB, E-07122 Palma de Mallorca, Spain

  12. Can LLMs Design Video Coding Tools? A Case Study on Planar Mode

    Sep 1, 2026Yingwen Zhang, Meng Wang, Liqiang He +1Video CodingVideo-Language Models

    Department of Computer Science, City University of Hong Kong · School of Data Science, Lingnan University

  13. 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

  14. 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

  15. 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

  16. Decision-Aware Approximation of Belief Functions for Evidential Combinatorial Optimization

    Aug 11, 2026Sohaib AfifiCombinatorial OptimizationApproximation

    Univ. Artois, UR 3926, Laboratoire de Génie Informatique et d’Automatique de l’Artois (LGI2A), Béthune, France

  17. 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

  18. 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

  19. Twin Agent: Context Residual Compression for Privilege Separated Agents

    Jul 21, 2026Zhanhao Hu, Dennis Jacob, Xiao Huang +3Indirect Prompt InjectionTask-Aware Compression

    University of California, Berkeley · University of Chicago · University of Illinois, Urbana-Champaign

  20. 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

  21. Empirical Minimal-Realisation Compression of Deep Neural Networks via Controllability-Observability Tests

    Jul 5, 2026Anis Hamadouche, Amir HussainNeural NetworkTask-Aware Compression

    The School of Engineering & Physical Sciences Heriot-Watt University Edinburgh EH14 4AS, UK · SDAIA-KFUPM Joint Research Centre for Artificial Intelligence King Fahd University of Petroleum and Minerals Dhahran, Saudi Arabia

  22. OmniFocus: Query-Guided Modality-Balanced Token Compression for Omni-Modal Large Language Models

    Jul 3, 2026Shijie Cao, Qingyu Zhang, Boxi Yu +6Token CompressionAudio-Visual Reasoning

    School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences · Chinese Information Processing Laboratory, Institute of Software, Chinese Academy of Sciences · University of Limerick +1

  23. Decentralized Stochastic Subgradient-type Methods with Communication Compression for Nonsmooth Nonconvex Optimization

    Jul 2, 2026Siyuan Zhang, Nachuan Xiao, Xin LiuStochastic Convex OptimizationConvergence

  24. 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.

  25. Output-Space Allocation Costs for Calibration-Guided LLM Compression: An Empirical Study

    Jun 26, 2026Qiong Tang, Xiangkun Hu, Xiangyang Liu +2Large Language Model CompressionTask-Aware Compression

    Analemma

  26. 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

  27. RegimeVGGT: Layer-Wise Spatially Preserving Redundancy Removal for Visual Geometry Grounded Transformer

    Jun 16, 2026Jinhao You, Shuo Lyu, Zhuohang Lyu +5Visual Geometry Grounded TransformerSelf-Supervised Vision Transformers

    University of Pennsylvania · University of California, Irvine · Nanyang Technological University +1

  28. MemoryVAM: Integrating Memory into Video Action Model for Robot Manipulation

    Jun 13, 2026Yuxin Jiang, Chang Yu, Yunuo Chen +4Efficient World-Action ModelRobotic Manipulation

    University of California, Los Angeles · University of California, San Diego · University of Utah +1

  29. 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

  30. Context-Driven Incremental Compression for Multi-Turn Dialogue Generation

    Jun 10, 2026Yeongseo Jung, Jaehyeok Kim, Eunseo Jung +5Dialogue BenchmarksEfficient Long-Context Inference

    Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong · NVIDIA AI Technology Center, NVIDIA · University of Tsukuba, Japan +1

  31. REACH: Interpretability-Driven Feature Identification and Architecture Compression for Multi-Channel Vehicular Channel Estimation

    Jun 10, 2026Simbarashe Aldrin Ngorima, Albert Helberg, Marelie H. DavelChannel EstimationChannel

    Faculty of Engineering, North-West University, South Africa · Centre for Artificial Intelligence Research, South Africa · National Institute for Theoretical and Computational Sciences, South Africa

  32. Towards Data-free and Training-free Compression for Speech Foundation Models Using Parameter Clustering

    Jun 10, 2026Haoning Xu, Zhaoqing Li, Huimeng Wang +4Task-Aware CompressionUnstructured Pruning

    The Chinese University of Hong Kong, Hong Kong SAR, China · National Research Council Canada, Canada

  33. Predictive Assistance and the Temporal Dynamics of Exploratory Compression

    Jun 8, 2026Balaraju BattuPredictive CodingStochastic Exploration

    European University Institute, Florence, Italy · New York University Abu Dhabi, UAE

  34. From Long News to Accurate Forecast: Importance-Aware Fusion and PRM-Guided Reflection for Time Series Forecasting

    Jun 2, 2026Mingyang Liu, Qingcan Kang, Yuke Wang +6Large Language Model ForecastingTime Series Forecasting

    Department of Computer Science, City University of Hong Kong · Work done as an intern in Huawei Noah’s Ark Lab. · Huawei Noah’s Ark Lab

  35. Spatially Distributed Task-Oriented Compression for Multi-Emitter Localization and Characterization with Spectral Overlap

    May 31, 2026H. Nazim Bicer, J. Nicholas LanemanTask-Aware CompressionData Compression Methods

    Dept. of Electrical Engineering University of Notre Dame Notre Dame, IN, USA

  36. AGORA: Adapter-Grounded Observation-Action Retention for Inference-Free Prompt Compression in LLM Agents

    May 26, 2026Haoran Zhang, Zhaohua SunLarge Language Model AgentsTask-Aware Compression

    AI Agent Technologies (Hong Kong) Limited · Department of Mechanical Engineering, The University of Hong Kong

  37. DIVE: Embedding Compression via Self-Limiting Gradient Updates

    May 20, 2026Dongfang ZhaoTask-Aware CompressionData Compression Methods

  38. The Extremum Stack is a Minimal Sufficient Statistic for Rate-Independent Functionals: A Kolmogorov Complexity Characterisation

    May 16, 2026Piotr FrydrychTask-Aware CompressionExtremes

    The Metrology and Biomedical Engineering Institute, Faculty of Mechatronics, Warsaw University of Technology, Warsaw, Poland

  39. CoRDS: Coreset-based Representative and Diverse Selection for Streaming Video Understanding

    May 14, 2026Ailar Mahdizadeh, Puria Azadi, Muchen Li +2Streaming Video UnderstandingKey-Value Cache Compression

    University of British Columbia · Vector Institute

  40. Prospective Compression in Human Abstraction Learning

    May 11, 2026Leonardo Hernandez Cano, Ivan Zareski, Luisa El Amouri +6LearnTask-Aware Compression

    1Massachusetts Institute of Technology · 2Dalhousie University · University of Edinburgh +1

  41. Activation Compression in LLMs: Theoretical Analysis and Efficient Algorithm

    May 2, 2026Wen-Da Wei, Han-Bin Fang, Yang-Di Liu +3Large Language Model CompressionTask-Aware Compression

    Nanjing University, Nanjing, China · Tsinghua University, Beijing, China · Huazhong University of Science and Technology, Wuhan, China +1

  42. Auto-FlexSwitch: Efficient Dynamic Model Merging via Learnable Task Vector Compression

    Apr 30, 2026Junqi Gao, Dazhi Zhang, Zhichang Guo +3Continual Model MergingTask-Aware Compression

    School of Mathematics, Harbin Institute of Technology, Harbin, P. R. China · Shanghai Artificial Intelligence Laboratory, Shanghai, P. R. China

  43. ResRank: Unifying Retrieval and Listwise Reranking via End-to-End Joint Training with Residual Passage Compression

    Apr 24, 2026Xiaojie Ke, Shuai Zhang, Liansheng Sun +6Cross-Encoder RerankingLarge Language Model Compression

    Qwen Applications Business Group of Alibaba

  44. Reducing Peak Memory Usage for Modern Multimodal Large Language Model Pipelines

    Apr 17, 2026Junwan Kim, Hyunkyung BaeMultimodal Large Language ModelsLLM Inference Optimization

    New York University

  45. Lossless Compression via Chained Lightweight Neural Predictors with Information Inheritance

    Apr 16, 2026Yuriy Kim, Evgeny BelyaevTask-Aware CompressionPredictive Coding

    ITMO University, Saint-Petersburg, Russia

  46. Compressing Sequences in the Latent Embedding Space: KK-Token Merging for Large Language Models

    Apr 16, 2026Zihao Xu, John Harvill, Ziwei Fan +3Large Language Model CompressionTask-Aware Compression

    ♢Rutgers University · ♡Mistral AI · ♠AWS AI Labs +3

  47. A Synonymous Variational Perspective on the Rate-Distortion-Perception Tradeoff

    Apr 16, 2026Zijian Liang, Kai Niu, Changshuo Wang +2Rate-Distortion TheoryTask-Aware Compression

    Key Laboratory of Universal Wireless Communications, Ministry of Education, Beijing University of Posts and Telecommunications, Beijing 100876, China · State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, China

  48. Unsupervised Behavioral Compression: Learning Low-Dimensional Policy Manifolds through State-Occupancy Matching

    Mar 27, 2026Andrea Fraschini, Davide Tenedini, Riccardo Zamboni +2Task-Aware CompressionOccupancy

    Politecnico di Milano · Technion

  49. Dataset Distillation Efficiently Encodes Low-Dimensional Representations from Gradient-Based Learning of Non-Linear Tasks

    Mar 16, 2026Yuri Kinoshita, Naoki Nishikawa, Taro ToyoizumiDiffusion-Based Dataset DistillationDataset Distillation

    The University of Tokyo, Tokyo, Japan · Laboratory for Neural Computation and Adaptation, RIKEN Center for Brain Science, Wako, Japan · RIKEN Center for Advanced Intelligence Project, Nihonbashi, Japan

  50. EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs

    Dec 11, 2025Chao Gong, Depeng Wang, Zhipeng Wei +3Large Audio Language ModelsPerceptual Aliasing

    1Fudan University · 2Ant Group · 3UC Berkley

  51. EDGC: Entropy-driven Dynamic Gradient Compression for Efficient LLM Training

    Nov 13, 2025Qingao Yi, Jiaang Duan, Jun Zhang +5Large Language Model TrainingTask-Aware Compression

    University of Shanghai for Science and Technology, Shanghai, China · Shanghai Jiao Tong University, Shanghai, China · Zhejiang University, Hangzhou, China

  52. GeLaCo: An Evolutionary Approach to Layer Compression

    Jul 14, 2025David Ponce, Thierry Etchegoyhen, Javier Del SerLarge Language Model CompressionCompressed Model

    Fundación Vicomtech, Basque Research and Technology Alliance (BRTA) · University of the Basque Country UPV/EHU · TECNALIA. Basque Research and Technology Alliance (BRTA)

  53. Task Vector Bases: A Unified and Scalable Framework for Compressed Task Arithmetic

    Feb 3, 2025Siqi Zeng, Yifei He, Meitong Liu +5Task-Aware CompressionData Compression Methods

    University of Illinois Urbana-Champaign · University of Pennsylvania · Okinawa Institute of Science and Technology

  54. QABBA: Symbolic Time-Series Compression via Integer-Quantized Aggregation

    Nov 20, 2024Erin Carson, Xinye Chen, Fei He +1Task-Aware CompressionData Compression Methods

    Department of Numerical Mathematics, Charles University, Prague, Czech Republic · LIP6, Sorbonne Université, CNRS, Paris, France · Centre for Computational Science and Mathematical Modelling, Coventry University, Coventry, United Kingdom +1

  55. UniTAC: Universal Task-Aware Compression via Weighted Distortion Measures

    Date pendingHoma Esfahanizadeh, Matin Mortaheb, Adeel Mahmood +2Task-Aware CompressionData Compression Methods

    Nokia Bell Labs, Murray Hill, NJ 07974, USA