Adaptive Quantization

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29 papers8 papers in the last four weeks, up 167% on the four weeks before. 0.1% of all new papers.

  1. CodeQuant2: Enhanced Outlier Mitigation and Adaptive Clustering for Low-Precision LRMs

    Nov 6, 2026Xingyu Liu, Xiangyang Yin, Tianhua Xia +2LLM QuantizationNeural Network Quantization

    Tandon School of Engineering, New York University · Courant Institute School of Mathematics, Computing, and Data Science, New York University

  2. SPA-Q: Structure-Preserving Adaptive Post-Training Quantization for Monocular Depth Estimation

    Nov 3, 2026Jaemin Choi, Jincheol Yang, Nahyun Lim +4Post-Training QuantizationMonocular Depth Estimation

    Department of Electronic Engineering, Sogang University · Department of Computer Science, Sogang University

  3. GateTrim: Adaptive-Rank Quantization for Large Language Models

    Oct 31, 2026Hongwei Ren, Jincheng Ren, Yuchuan Zhou +1LLM QuantizationPost-Training Quantization

  4. AxisQ: Depth-Adaptive Channel--Frequency Quantization for Camouflaged Object Detection

    Oct 27, 2026Chi Ruan, Tianqi Li, Xin He +3Post-Training QuantizationAdaptive Quantization

    SpinEntropy · Nankai University · Tianjin University of Technology +1

  5. Let the Gate Decide: Per-Lookup Precision for Quantized Conditional Memory in LLMs

    Oct 26, 2026Tianqi Chen, Xunchao Li, Linchuan Xie +4Memory-Augmented Language ModelsLLM Quantization

    C2DL, Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences · Tencent

  6. Different Tasks, Different Timesteps: Temporal Task-Aware Quantization for Diffusion Language Models

    Oct 22, 2026Ofek Avivi, Eliron Rahimi, Avi Mendelson +1Neural Network QuantizationMixed-Precision Quantization

    Technion – Israel Institute of Technology · INSIGHT Lab, Ben-Gurion University of the Negev

  7. Compressing Onboard Language Models for Space Robots under a Behavioral-Fidelity Requirement

    Oct 21, 2026Jia Deng, Zizhe Wang, Xin Lu +2LLM CompressionLLM Quantization

    Astroup Lab, Beijing, China

  8. Not All Frames Are Equal:Difference-Aware Quantization for Ultra-Low-Bit ASR

    Oct 14, 2026Woori Jeon, Jungmin SoLow-Bit QuantizationAutomatic Speech Recognition

    Sogang University, Seoul, Korea

  9. TETRIS-4DGS: Efficient Post-Training Compression of 4D Gaussian Splatting

    Oct 10, 2026Chengzhen Wu, Kelei Liu, Sicheng Li +2Gaussian Splatting CompressionAdaptive Quantization

    Zhejiang University

  10. Q-PACE: Dynamic Precision Allocation for Quantization-Aware Training

    Oct 6, 2026Alexandra Volkova, Matin Ansaripour, Erik Schultheis +2LLM QuantizationQuantization-Aware Training

    ISTA · EPFL, ISTA

  11. Beyond Uniform Compression: Budgeted Transmission Allocation for Extreme Federated Learning

    Sep 30, 2026Pengfei Li, Mohammad KhalilCommunication-Efficient Distributed TrainingLow-Rank Compression

    Centre for the Science of Learning & Technology (SLATE), University of Bergen, Bergen, Norway

  12. Precision As You Need: Stochastic Computing Is a Dense Adaptive Quantizer

    Sep 26, 2026Haoran Jin, Kangqi Zhang, Jirong Yang +4Adaptive QuantizationEfficient Transformer Inference

    Department of Electrical Engineering and Computer Science, University of Michigan

  13. Fathom: Per-Query Read Depth for Sparse Decoding over Offloaded KV Caches

    Sep 15, 2026Vivek KalyanaranganKV-Cache OffloadingKV Caching

  14. AQLoRA: A Zero-Search Recipe for Fast Quantized LoRA Fine-Tuning

    Aug 24, 2026Md Romyull IslamFine-TuningQuantization-Aware LoRA

    Kennesaw State University

  15. Entropy-Constrained Adaptive Stochastic Quantization

    Aug 10, 2026Ran Ben Basat, Yaniv Ben-Itzhak, Michael Mitzenmacher +1Adaptive QuantizationNeural Network Quantization

    University College London · VMware Research by Broadcom · Harvard University

  16. APQF: Agentic Profiling-Guided Structured Pruning and Mixed-Precision Quantization with Adaptive Fine-Tuning

    Aug 6, 2026Sadegh Jafari, Mohiuddin Bilwal, Fan Zhou +2Model CompressionMixed-Precision Quantization

    Department of Computer Science Iowa State University Ames, IA, USA · Department of Agricultural and Biosystems Engineering Iowa State University Ames, IA, USA

  17. TASQ: Temporal-Adaptive Bit Sparsification Quantization for Diffusion Models

    Aug 4, 2026Seokho Han, Dongwei Wang, Jinhee Kim +4Weight-Only QuantizationMixed-Precision Quantization

    Department of Electrical and Computer Engineering, Sungkyunkwan University, Korea · Department of Electrical and Computer Engineering, University of Arizona, USA · Department of Electrical and Computer Engineering, Duke University, USA +1

  18. Differentiable Proxy Learning for Adaptive Quantization Control in H.264 Video Coding

    Jul 11, 2026Qihan Xu, Ivan V. BajićLearned Image CompressionRate-Distortion Optimization

    School of Engineering Science, Simon Fraser University Burnaby, BC, Canada

  19. Variable Bit-width Quantization: Learning Per-Group Precision for "Bigger-but-Smaller" Language Models

    Jul 3, 2026Hamish OgilvyLLM Inference AccelerationMixed-Precision Quantization

    Algolia Research

  20. Inner Product Aware Quantization: Provably Fast, Accurate, and Adaptive Algorithms

    May 29, 2026Nathan White, Krish SingalVector QuantizationNeural Network Quantization

    University of Pennsylvania

  21. Training-Free Continuous Bitrate Control for Scalable Image Coding for Humans and Machines

    May 29, 2026Yui Tatsumi, Hiroshi WatanabeLearned Image CompressionAdaptive Quantization

    Graduate School of FSE, Waseda University Tokyo, Japan

  22. ActQuant: Sub-4-bit Action-Guided Backbone Weight-Only Quantization for Vision-Language-Action Models

    May 19, 2026Arash Akbari, Arman Akbari, Masih Eskandar +11Neural Network QuantizationVLM Quantization

    Northeastern University · University of Georgia · EmbodyX +1

  23. Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning with Adaptive Quantization and Differential Privacy

    Apr 25, 2026Emre Ardıç, Yakup GençNon-IID Federated LearningDifferentially Private Federated Learning

    Department of Computer Engineering, Gebze Technical University, Gebze, Kocaeli 41400, Türkiye

  24. RateQuant: Optimal Mixed-Precision KV Cache Quantization via Rate-Distortion Theory

    Apr 22, 2026Fei Zuo, Zikang Zhou, Hao Cong +2LLM Inference EfficiencyMixed-Precision Quantization

    1BA TechWorks (BMW Group) · 2National University of Singapore · 3Tsinghua University

  25. DeFakeQ: Enabling Real-Time Deepfake Detection on Edge Devices via Adaptive Bidirectional Quantization

    Apr 10, 2026Xiangyu Li, Yujing Sun, Yuhang Zheng +2Adaptive QuantizationDeepfake Detection

    Digital Trust Centre, Nanyang Technological University · School of Information Science and Technology, ShanghaiTech University

  26. LSGQuant: Layer-Sensitivity Guided Quantization for One-Step Diffusion Real-World Video Super-Resolution

    Feb 3, 2026Tianxing Wu, Zheng Chen, Cirou Xu +5Diffusion Model QuantizationVideo Super-Resolution

    Shanghai Jiao Tong University · Huawei

  27. You Had One Job: Per-Task Quantization Using LLMs' Hidden Representations

    Nov 9, 2025Amit LeVi, Raz Lapid, Rom Himelstein +3Neural Network QuantizationMixed-Precision Quantization

    1Technion—Israel Institute of Technology · 2Intuit · 3Ben-Gurion University of the Negev +1

  28. FedHQ: Hybrid Runtime Quantization for Federated Learning

    May 17, 2025Zihao Zheng, Ziyao Wang, Jiawei Yang +7Federated LearningAdaptive Quantization

    Peking University · University of Maryland

  29. Learning Optimal Lattice Vector Quantizers for End-to-end Neural Image Compression

    Nov 25, 2024Xi Zhang, Xiaolin WuVector QuantizationLearned Image Compression

    Department of Electronic Engineering, Shanghai Jiao Tong University · School of Computing and Artificial Intelligence, Southwest Jiaotong University