Gradient Quantization

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3 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. Softmax Reparameterization for Output-Head Quantization

    Sep 25, 2026Asim Kadav, Christian Flores, Chirag Arora +5Gradient QuantizationReparameterization

    Adobe Search, Discovery & ContentAI

  2. MiX: Micro-Inverted-Scaling for End-to-End Low-Bit Vision-Language Model Acceleration

    Sep 17, 2026Yuan Liao, Jae-sun SeoGradient QuantizationMix

    Cornell Tech, Cornell University New York, NY, USA

  3. Towards Surrogate Based Dequantization of Quantum Reinforcement Learning

    Sep 14, 2026Pablo Rodriguez-Grasa, Sofiene Jerbi, Mikel Sanz +1Q-LearningGradient Quantization

    Department of Physical Chemistry, University of the Basque Country UPV/EHU, Apartado 644, 48080 Bilbao, Spain · TECNALIA, Basque Research and Technology Alliance (BRTA), 48160 Derio, Spain · Dahlem Center for Complex Quantum Systems, Freie Universität Berlin, 14195 Berlin, Germany +7

  4. HBQ: Hierarchical Scaling Block Quantization with Hardware-Efficiency-Aware Design for Accurate LLM Inference

    Aug 31, 2026Chun-Ting Chen, Dongmin Han, Hangyeol Mun +6Gradient QuantizationLLM Inference Optimization

    Cornell University New York, NY, USA · Intel Corporation Santa Clara, CA, USA · Intel Corporation Hillsboro, OR, USA

  5. VQ-bench: A Composable Vector Quantization Framework

    Jul 31, 2026Ashwin Padaki, Amir Ingber, Edo LibertyResidual Vector QuantizationGradient Quantization

    University of Pennsylvania and Pinecone · Pinecone

  6. Zero-Shot Quantization for Object Detectors using Off-the-Shelf Generative Models

    Jun 30, 2026Hyunho Lee, Kyomin Hwang, Hyeonjin Kim +3Gradient QuantizationObject Detection

    Seoul National University, Seoul, South Korea · LG Electronics, Seoul, South Korea

  7. Adaptive Joint Compression and Synchronisation in Federated Split Learning for IoT Rainfall Prediction

    Jun 23, 2026Wenjie Ding, Yi Sin Lin, Jiale Liu +8Federated LearningInternet Of Thing

    School of Computing · Newcastle University · Newcastle upon Tyne, United Kingdom

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

    Jun 22, 2026Jette Oberländer, Jan Finkbeiner, Catherine M. Schöfmann +1Large Language Model QuantizationGradient 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

  9. Multi-Bitwidth Quantization for LLMs Using Additive Codebooks

    Jun 11, 2026Liza Babaoglu, Shuangyi Chen, Ashish KhistiLarge Language Model QuantizationPost-Training Quantization

    University of Toronto

  10. Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

    Jun 1, 2026Bruce Changlong Xu, Adarsh Kumarappan, Mu ZhouKey-Value Cache QuantizationLarge Language Model Quantization

    †Stanford University · ‡California Institute of Technology

  11. Ω-QVLA: Robust Quantization for Vision-Language-Action Models via Composite Rotation and Per-step Scaling

    May 27, 2026Xinyu Wang, Mingze Li, Sicheng Lyu +6Diffusion-Based Vision-Language-ActionsGradient Quantization

    McGill University · Université de Montréal · Mila – Quebec AI Institute +2

  12. JacQuant: STE-Free Quantization-Aware Training via Learned Jacobian Surrogates

    May 25, 2026Kai Yi, Vignesh Vivekraja, Harshit Khaitan +1Quantization-Aware TrainingGradient Quantization

    Meta AI

  13. LQ-rPPG: A Label-Quantized Coarse-to-Fine Learning Framework for Remote Physiological Measurement

    May 22, 2026Jun Seong Lee, Samyeul Noh, Changki Sung +1Remote PhotoplethysmographyGradient Quantization

    Electronics and Telecommunications Research Institute, 218 Gajeong-ro, Yuseong-gu, Daejeon 34129, Republic of Korea · School of Electrical Engineering, Korea Advanced Institute of Science and Technology, 291 Daehak-ro, Yuseong-gu, Daejeon 34141, Republic of Korea

  14. Hy-MT2: A Family of Fast, Efficient and Powerful Multilingual Translation Models in the Wild

    May 21, 2026Mao Zheng, Zheng Li, Tao Chen +10Gradient Quantization

    Tencent Hunyuan Team

  15. AGoQ: Activation and Gradient Quantization for Memory-Efficient Distributed Training of LLMs

    May 1, 2026Wenxiang Lin, Juntao Huang, Luhan Zhang +5Large Language Model QuantizationGradient Quantization

    School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen · Huawei Technologies Ltd.

  16. QYOLO: Lightweight Object Detection via Quantum Inspired Shared Channel Mixing

    Apr 29, 2026Garvit Kumar Mittal, Sahil Tomar, Sandeep KumarYolo26Gradient Quantization

    Central Research Laboratory Bharat Electronics Limited Ghaziabad, India

  17. A Note on TurboQuant and the Earlier DRIVE/EDEN Line of Work

    Apr 20, 2026Ran Ben-Basat, Yaniv Ben-Itzhak, Gal Mendelson +3Gradient QuantizationNotes

    UCL and Broadcom · VMware Research by Broadcom · North Carolina State University +2

  18. Attention-Weighted Value Projection for KV-Cache Compression

    Apr 13, 2026Samuel SalfatiGradient QuantizationLow-Rank Structure

    fraQtl AI Research

  19. DynamiQ: Accelerating Gradient Synchronization using Compressed Multi-hop All-reduce

    Feb 9, 2026Wenchen Han, Shay Vargaftik, Michael Mitzenmacher +1Gradient QuantizationPytorch

    University College London · VMware Research by Broadcom · Harvard University +1