Mixed-Precision Quantization

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11 papers in the last four weeks, up 38% on the four weeks before. 0.1% of all new papers.

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  1. NANQ: Noise-Floor-Aware Mixed-Precision Non-Uniform Quantization for Analog Compute-in-Memory

    Aug 3, 2026Yizhe Chen, Wenshuai Yao, Saiya Wang +6Mixed-Precision QuantizationCompute-in-Memory

    School of Integrated Circuit Science and Engineering, Beihang University, Beijing, China · School of Integrated Circuits, Peking University, Beijing, China · Department of Electrical and Computer Engineering, The University of Hong Kong, Hong Kong SAR, China

  2. GQ-FSL: Green Quantized Federated Split Learning

    Jul 31, 2026Idan Roth, Lutz LampeMixed-Precision QuantizationEnergy-Efficient ML

    The University of British Columbia, Vancouver, BC, Canada

  3. MixFrag: Fragility-Guided Mixed-Precision Post-Training Quantization for Vision Transformers

    Jul 30, 2026Md. Mehrab Hossain Opi, Robiul Islam Ryad, Md. Umar FarukMixed-Precision QuantizationVision Transformer

    Department of Computer Science and Engineering Khulna University of Engineering & Technology (KUET) Khulna 9203, Bangladesh

  4. Stable FP4 Training via Transposition-Invariant Block Quantization

    Jul 27, 2026Mehdi Rahimifar, Amin Darabi, Mehran Taghian Jazi +6Mixed-Precision Quantization4-Bit Quantization

  5. MixQuant: Adaptive Mixed-Precision Quantization for Large Language Models

    Jul 25, 2026Ashitabh Misra, Madhav Agrawal, Arham Jain +1Mixed-Precision QuantizationLLM Quantization

    University of Illinois at Urbana-Champaign

  6. MXSens: Sensitivity-Aware Mixed-Precision Quantization for Efficient LLM Inference

    Jul 20, 2026Simla Burcu Harma, Danila Mishin, Zhengyuan Su +7Mixed-Precision QuantizationLLM Quantization

    EcoCloud, EPFL · Tsinghua University · MangoBoost Inc. +2

  7. PolyQ: Codesigning End-to-End Quantization Framework for Scalable Edge CPU LLM Inference

    Jul 16, 2026Hyunwoo Oh, Suyeon Jang, Hanning Chen +4Mixed-Precision QuantizationLLM Quantization

    University of California, Irvine

  8. Saturation Makes Quantization Error Additive: A Coverage Model with a Certificate

    Jul 14, 2026Joshua HillMixed-Precision QuantizationLLM Quantization

    Baseten Labs, Inc. · David R. Cheriton School of Computer Science, University of Waterloo

  9. Closing the Null Space: Guidance-Aware Quantization for Classifier-Free Diffusion

    Jul 9, 2026Abdullah Al Shafi, Sumaiya Rahim SumaMixed-Precision QuantizationClassifier-Free Guidance

    Department of Computer Science and Engineering Khulna University of Engineering & Technology Khulna-9203, Bangladesh

  10. Rethinking Small VLM Quantization: From Component-Wise Analysis to Hardware-Aware Edge Deployment

    Jul 9, 2026Hyeju Shin, Chorwon Kim, Ryangsoo Kim +2Mixed-Precision QuantizationVision-Language Models

    1ETRI, Republic of Korea.

  11. KronQ: LLM Quantization via Kronecker-Factored Hessian

    Jul 8, 2026Donghyun Lee, Yuhang Li, Ruokai Yin +1Mixed-Precision QuantizationLLM Quantization

    University of Southern California · Yale University

  12. Full-Stack FP4: Stable LLM Pretraining with Quantized Projections, Optimizers, and Attention

    Jul 5, 2026Siyu Ding, Mingchuan Ma, Jiabo Tong +3Language Model PretrainingMixed-Precision Quantization

    Institute of Automation, Chinese Academy of Sciences · Sichuan University · Beijing Zhongguancun Academy +3

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

    Jul 3, 2026Hamish OgilvyMixed-Precision QuantizationLLM Quantization

    Algolia Research

  14. Beyond Activation Alignment:The Alignment-Diversity Tradeoff in Task-Aware LLM Quantization

    Jul 1, 2026Fei Wang, Chao Xue, Taoran Liu +3Mixed-Precision QuantizationLLM Quantization

    South China University of Technology · Ocean University of China · Shenzhen Campus of Sun Yat-sen University +1

  15. RotateAttention: RoPE-Aware Rotation and Range Rectification for INT4 Quantized Attention in Video Generation

    Jul 1, 2026Yaofu Liu, Wanli Lan, Jinxi Li +2Mixed-Precision QuantizationRotary Positional Embeddings

    The Hong Kong University of Science and Technology, Hong Kong SAR, China · Independent Researcher, China

  16. Minimizing Quantized Semantic Age of Information (QSAoI) in Foundation Model-Based Semantic Communications

    Jun 30, 2026Huanyu Zhang, Yulin Hu, Xiaopeng Yuan +2Mixed-Precision QuantizationSemantic Communication

    INDA Chair, RWTH Aachen University, Germany · School of Electronic Information, Wuhan University, China · Department of Digital Communication Systems, Ruhr University Bochum, Germany

  17. SEADA: An efficient methodology for optimizing mixed-precision DNNs on multi-precision spatial architectures

    Jun 26, 2026Leandro Fiorin, Marco Ronzani, Cristina SilvanoMixed-Precision QuantizationEfficient Neural Network Inference

    Indipendent Researcher Groningen, The Netherlands · Dipartimento di Elettronica e Informazione, Politecnico di Milano. Milano, Italy

  18. GRINQH: Graded Input-based Quantization Hierarchy for Efficient LLM Generation

    Jun 22, 2026Jette Oberländer, Jan Finkbeiner, Catherine M. Schöfmann +1Mixed-Precision QuantizationLLM Quantization

    Fakultät für Informatik, RWTH Aachen, Aachen, 52074, Germany · Peter Grünberg Institut, Forschungszentrum Jülich GmbH, Jülich, 52425, Germany · Fakultät für Elektrotechnik und Informationstechnik, RWTH Aachen, Aachen, 52062, Germany

  19. Demystifying Numerical Instability in LLM Inference: Achieving Reproducible Inference for Mission-Critical Tasks with HEAL

    Jun 19, 2026Zhenting Zhu, Lucas Thai, Shan Yu +5Mixed-Precision QuantizationLLM Inference

    1UCLA · 2UC Berkeley · University of Chinese Academy of Sciences

  20. Mix-QVLA: Task-Evidence-Aware Mixed-Precision Quantization of Vision-Language-Action Models

    Jun 17, 2026Navin Ranjan, Andreas SavakisMixed-Precision QuantizationVLM Quantization

    Rochester Institute of Technology Rochester, New York 14623, USA

  21. MODE: Modality-Decomposed Expert-Level Mixed-Precision Quantization for MoE Multimodal LLMs

    Jun 15, 2026Yuanteng Chen, Peisong Wang, Zhilei Liu +9Mixed-Precision QuantizationLLM Quantization

    Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences · 3Zhongguancun Academy

  22. Quantizing Time-Series Models As Dynamical Systems: Trajectory-Based Quantization Sensitivity Score

    Jun 11, 2026Mariya Pavlova, Harrison Bo Hua Zhu, Lidia Vitanova +2Mixed-Precision QuantizationPost-Training Quantization

    Department of Computing, Imperial College London, London, United Kingdom · Department of Public Health, University of Copenhagen, Copenhagen, Denmark · GATE Institute, Sofia University St. Kliment Ohridski, Sofia, Bulgaria +1

  23. TWLA: Achieving Ternary Weights and Low-Bit Activations for LLMs via Post-Training Quantization

    Jun 11, 2026Zhixiong Zhao, Zukang Xu, Zhixuan Chen +3Mixed-Precision QuantizationLLM Quantization

    Houmo AI, China · 2Southeast University, Nanjing, China

  24. Holding the FP8 Quality Ceiling at 8-Bit Weights and Activations: INT8 and GGUF Post-Training Quantization of Ideogram 4.0 for Consumer GPUs

    Jun 10, 2026Deep Gandhi, Ali Asaria, Tony SalomoneMixed-Precision QuantizationDiffusion Transformer

    Transformer Lab

  25. DynamicPTQ: Mitigating Activation Quantization Collapse via Residual-Stream Dynamics

    Jun 10, 2026Zimo Zhao, Maolin Wang, Bowen Yu +3Mixed-Precision QuantizationLLM Quantization

    City University of Hong Kong · Hong Kong, China · Zhejiang University of Technology +1

  26. TileFuse: A Fused Mixed-Precision Kernel Library for Efficient Quantized LLM Inference on AMD NPUs

    Jun 9, 2026Wesley Pang, Gregory Hyegang Jun, Feiyang Liu +1Mixed-Precision QuantizationLLM Quantization

    University of Illinois Urbana-Champaign Department of Electrical and Computer Engineering USA

  27. SpectrumKV: Per-Token Mixed-Precision KV Cache Transfer for Prefill-Decode Disaggregated LLM Serving

    Jun 7, 2026Yang PengjuMixed-Precision QuantizationKV Caching

  28. STAR-KV: Low-Rank KV Cache Compression via Soft Thresholding for Adaptive Rank Control

    Jun 7, 2026Priyansh Bhatnagar, Ashkan Moradifirouzabadi, Se-Hyun Yang +3Mixed-Precision QuantizationKV Caching

    University of California San Diego, San Diego, CA, USA · Dnotitia Inc., Seoul, Republic of Korea · Hanyang University, Seoul, Republic of Korea

  29. On Low-Bit Quantization Errors in Speaker Verification: Diagnostic and Mitigation

    Jun 6, 2026Hugo Leguillier, Driss Matrouf, Guillaume Lechien +1Mixed-Precision QuantizationAdaptive Inference

    Avignon University, LIA, UPR 4128, France · Aday, France

  30. Joint Structural Pruning and Mixed-Precision Quantization for LLM Compression

    Jun 5, 2026Hoang-Loc La, Truong-Thanh Le, Amir Taherkordi +1Mixed-Precision QuantizationLLM Quantization

    UiT The Arctic University of Norway · University of Oslo, Norway