Mixed-Precision Quantization

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Twelve weeks of publication activity for this topic as it is defined today.

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QuantizationLow-Bit QuantizationLarge Language Model QuantizationPost-Training QuantizationQuantization EffectsResidual Quantization

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Period ending 2026-09-07

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A weekly snapshot of new work published in Mixed-Precision Quantization.

53 papers

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  1. OptiPrime: Optimizing Private Inference through Protocol-Hardware Co-design

    Sep 15, 2026Jiangrui Yu, Ye Yu, Si Chen +5Mixed-Precision Quantization

  2. Q-Strata: Hierarchical Bit Allocation for Mixed-Precision Quantization of Mixture-of-Experts LLMs

    Aug 31, 2026Deokjae Lee, Sihun Chu, Hyun Oh SongMixed-Precision QuantizationMixture-Of-Expert Language Models

  3. FAMPWQ: Fisher Information-based Adaptive Mixed Precision Weight Quantization for Effective LLM Inference

    Aug 24, 2026Gongwei Lee, Ji Liu, Juncheng Jia +1Mixed-Precision QuantizationLLM Inference Efficiency

  4. RotaryQuant: Fitting 120B MoE Models on Consumer Hardware via Fused Compressed-Space Attention

    Aug 8, 2026Anthony. Lui, Mohamed. Elsaied, N. P. SavaniMixed-Precision QuantizationCold Mixture-Of-Expert Models

  5. MiCoPro: End-to-End Mixed Precision HW/SW Co-design with HW-aware Proxy Model

    Aug 7, 2026Zijun Jiang, Yangdi LyuMixed-Precision QuantizationLightweight Convolutional Neural Network Hardware Accelerator

  6. BaKron: Efficient Quantization with Kronecker-Factored Hessians

    Aug 6, 2026Johann Birnick, Rayan SaabMixed-Precision QuantizationLow-Bit Quantization

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

    Aug 6, 2026Sadegh Jafari, Mohiuddin Bilwal, Fan Zhou +2Mixed-Precision QuantizationStructured Pruning

  8. Low-Dimensional High-Leverage Subspace Optimization: Beyond Full-Parameter Coupled Training for Neural Network Quantization

    Aug 4, 2026Peng Xia, Junbiao Pang, Zheng HuangPost-Training QuantizationMixed-Precision Quantization

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

    Aug 3, 2026Yizhe Chen, Wenshuai Yao, Saiya Wang +6In-Memory ComputingMixed-Precision Quantization

  10. GQ-FSL: Green Quantized Federated Split Learning

    Jul 31, 2026Idan Roth, Lutz LampeEdge ComputingResource-Constrained Devices

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

    Jul 30, 2026Md. Mehrab Hossain Opi, Robiul Islam Ryad, Md. Umar FarukMixed-Precision QuantizationSelf-Supervised Vision Transformers

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

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

  13. Taming the Security-Energy Paradox: A Green AI Approach to Optimized Android Malware Detection

    Jul 22, 2026Shrinidhi Sridhar, Vikas K. MalviyaResource-Constrained DevicesMalware Classification

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

    Jul 20, 2026Simla Burcu Harma, Danila Mishin, Zhengyuan Su +7Large Language Model QuantizationMixed-Precision Quantization

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

    Jul 14, 2026Joshua HillMixed-Precision QuantizationSaturation

  16. M+Adam: Low-Precision Training via Additive-Multiplicative Optimization

    Jul 12, 2026Xiaoyuan Liang, Sebastian Loeschcke, Mads Toftrup +1Mixed-Precision QuantizationAdam

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

    Jul 1, 2026Fei Wang, Chao Xue, Taoran Liu +3Large Language Model QuantizationMixed-Precision Quantization

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

    Jun 30, 2026Huanyu Zhang, Yulin Hu, Xiaopeng Yuan +2Semantic CommunicationsMixed-Precision Quantization

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

    Jun 26, 2026Leandro Fiorin, Marco Ronzani, Cristina SilvanoMixed-Precision QuantizationLightweight Convolutional Neural Network Hardware Accelerator

  20. Criticality-Constrained Iterative Pruning for Energy-Efficient Spiking Neural Networks via Combined Importance Scoring

    Jun 26, 2026Muhammad HamzaSpiking Neural NetworksNeuromorphic Hardware

  21. Neural Network Quantization by Learning Low-Loss Subspaces

    Jun 23, 2026Vladimir Protsenko, Mikhalina Kharkevich, Alexander Vashchilko +1Mixed-Precision QuantizationQuantization

  22. Efficient Network Inference via Hardware-Aware Architecture Search, Model Pruning & Quantization

    Jun 22, 2026Lucas Heublein, Mark Deutel, Axel Plinge +1Graph Neural Network InferenceFaster Inference

  23. Hybrid Compression: Integrating Pruning and Quantization for Optimized Neural Networks

    Jun 22, 2026Minh-Loi Nguyen, Long-Bao Nguyen, Van-Hieu Huynh +2Convolutional Neural Network CompressionMixed-Precision Quantization

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

    Jun 17, 2026Navin Ranjan, Andreas SavakisMixed-Precision QuantizationPost-Training Quantization

  25. SwitchBraidNet: Quantisation-Aware Lightweight Architecture for Hybrid Brain-Computer Interface

    Jun 17, 2026Gourav Siddhad, Yogesh Kumar MeenaBrain-Computer InterfaceElectroencephalogram

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

    Jun 16, 2026Yifu Ding, Jiacheng Wang, Ge Yang +4Magnitude-Based PruningMixed-Precision Quantization

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

    Jun 15, 2026Yuanteng Chen, Peisong Wang, Zhilei Liu +9Mixture-Of-Expert Language ModelsMixed-Precision Quantization

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

    Jun 10, 2026Zimo Zhao, Maolin Wang, Bowen Yu +3Post-Training QuantizationMixed-Precision Quantization

  29. Understanding Quantization-Aware Training: Gradients at Quantized Weights Bias to the Low-Loss Basin

    Jun 8, 2026Hanyang Li, Jianhao Ma, Ying CuiPost-Training QuantizationLow-Bit Quantization

  30. Sigma-Branch: Hierarchical Single-Path Network Reconstruction for Dynamic Inference with Reduced Active Parameters

    Jun 7, 2026Kohga Tanaka, Hiroaki NishiConvolutional Neural Network CompressionGraph Neural Network Inference

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

    Jun 7, 2026Priyansh Bhatnagar, Ashkan Moradifirouzabadi, Se-Hyun Yang +3Key-Value Cache CompressionKey-Value Cache

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

    Jun 5, 2026Hoang-Loc La, Truong-Thanh Le, Amir Taherkordi +1Mixed-Precision QuantizationLarge Language Model Compression

  33. AlphaQ: Calibration-Free Bit Allocation for Mixture-of-Experts Quantization

    Jun 3, 2026Wanqi Yang, Yuexiao Ma, Alexander Conzelmann +4Mixed-Precision QuantizationModel Weights

  34. dMX: Differentiable Mixed-Precision Assignment for Low-Precision Floating-Point Formats

    Jun 2, 2026Giuseppe Franco, Ian Colbert, Pablo Monteagudo-Lago +2Mixed-Precision QuantizationFloating-Point

  35. Dense2MoE: Pushing the Pareto Frontier of On-Device LLMs via Unified Pruning and Upcycling

    May 26, 2026Fengfa Li, Hongjin Ji, Yifeng Ding +2Mixture-Of-Expert InferenceMixed-Precision Quantization

  36. Scale When Needed: Adaptive Neuron-level Mixed Precision Quantization Aware Training

    May 24, 2026Ayush K. Varshney, Konstantinos Vandikas, Šarūnas Girdzijauskas +2Mixed-Precision QuantizationLightweight Convolutional Neural Network Hardware Accelerator

  37. MX-SAFE: Versatile Inference- and Training-Proof Microscaling Format with On-the-Fly Exponent and Mantissa Bit Allocation

    May 23, 2026Dahoon Park, Jahyun Koo, Sangwoo Hwang +1Mixed-Precision QuantizationLow-Bit Quantization

  38. GEMQ: Global Expert-Level Mixed-Precision Quantization for MoE LLMs

    May 21, 2026Jianing Deng, Song Wang, Dongwei Wang +4Mixed-Precision QuantizationMixture-Of-Expert Language Models

  39. GAMMA: Global Bit Allocation for Mixed-Precision Models under Arbitrary Budgets

    May 18, 2026Zhangyang Yao, Haiyan Zhao, Haoyu Wang +3Mixed-Precision QuantizationBudgets

  40. Mixed-Precision Information Bottlenecks for On-Device Trait-State Disentanglement in Bipolar Agitation Detection

    May 4, 2026Joydeep ChandraSpeaker IdentityMixed-Precision Quantization

  41. WindowQuant: Mixed-Precision KV Cache Quantization based on Window-Level Similarity for VLMs Inference Optimization

    May 4, 2026Wei Tao, Xiaoyang Qu, Peiqiang Wang +4Key-Value Cache QuantizationMixed-Precision Quantization

  42. ViM-Q: Scalable Algorithm-Hardware Co-Design for Vision Mamba Model Inference on FPGA

    May 3, 2026Shengzhe Lyu, Yuhan She, Patrick S. Y. Hung +2Lightweight Convolutional Neural Network Hardware AcceleratorField-Programmable Gate Arrays

  43. ShiftLIF: Efficient Multi-Level Spiking Neurons with Power-of-Two Quantization

    May 3, 2026Kaiwen Tang, Di Yu, Jiaqi Zheng +4Spiking Neural NetworksBinary Spikes

  44. MesonGS++: Post-training Compression of 3D Gaussian Splatting with Hyperparameter Searching

    Apr 29, 2026Shuzhao Xie, Junchen Ge, Weixiang Zhang +103D Gaussian Splatting3D Gaussian

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

    Apr 29, 2026Garvit Kumar Mittal, Sahil Tomar, Sandeep KumarYolo26Mixed-Precision Quantization

  46. FED-FSTQ: Fisher-Guided Token Quantization for Communication-Efficient Federated Fine-Tuning of LLMs on Edge Devices

    Apr 28, 2026Changyu Li, Shuanghong Huang, Jiashen Liu +5Federated Fine-TuningFedavg

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

    Apr 25, 2026Emre Ardıç, Yakup GençDifferential PrivacyMixed-Precision Quantization

  48. ML-Guided Primal Heuristics for Mixed Binary Quadratic Programs

    Apr 24, 2026Weimin Huang, Natalie M. Isenberg, Ján Drgoňa +2Mixed-Integer Linear ProgrammingQuadratic Programs

  49. Focus Session: Hardware and Software Techniques for Accelerating Multimodal Foundation Models

    Apr 23, 2026Muhammad Shafique, Abdul Basit, Muhammad Abdullah Hanif +3Multimodal Foundation ModelAccelerator

  50. A Comparative Study of CNN Optimization Methods for Edge AI: Exploring the Role of Early Exits

    Apr 16, 2026Nekane Fernandez, Ivan Valdes, Steven Van Vaerenbergh +2Mixed-Precision QuantizationInference Latency

  51. Bitwise Systolic Array Architecture for Runtime-Reconfigurable Multi-precision Quantized Multiplication on Hardware Accelerators

    Feb 26, 2026Yuhao Liu, Salim Ullah, Akash KumarLightweight Convolutional Neural Network Hardware AcceleratorMixed-Precision Quantization

  52. Squeeze10-LLM: Squeezing LLMs' Weights by 10 Times via a Staged Mixed-Precision Quantization Method

    Jul 24, 2025Qingcheng Zhu, Yangyang Ren, Linlin Yang +6Large Language Model QuantizationMixed-Precision Quantization

  53. Dynamic Expert Quantization for Scalable Mixture-of-Experts Inference

    Date pendingKexin Chu, Dawei Xiang, Zixu Shen +3Mixture-Of-Expert InferenceMixed-Precision Quantization