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13 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. Analysis of Quantized and Efficiently Adapted Protein Language Models

    Sep 30, 2026Ilan Yaniv Zeisler, Sebastian Clancy, Pouriya Bayat +8Large Language Model QuantizationLanguage Modeling

    Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, ON, Canada. · Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada. · Department of Computer Science, University of Toronto, Toronto, Ontario, Canada. +2

  2. Beyond Accuracy: Prefix-Invariant Realizations of Low-Precision Fast Matrix Multiplication

    Sep 30, 2026Shuxiao Xie, Shuyang Xie, Yuan Cao +3Matrix MultiplicationQuantized

  3. On the Relationship between Model Quantization and Model Inversion Attacks

    Sep 30, 2026Rongke Liu, Youwen ZhuQuantizedInverse Problem

    School of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China

  4. ShamAN-Q: Shampoo Augmented NanoQuant for Sub-1-bit LLM Weights

    Sep 29, 2026Jonathan Mei, Sang Hyub Kim, Oliver Knitter +2Large Language Model QuantizationQuantized

    Applications R&D IonQ College Park, MD 20740, USA

  5. Optimizing the Phi-2 Small Language Model for Real-time Chatbot Applications Using Parameter-Efficient Fine-Tuning (PEFT) with QLoRA Quantization

    Sep 27, 2026PhanTan Khanh Nguyen, Ashfaq Ali Shafin, Khandaker Mamun AhmedLarge Language Model QuantizationSmall Large Language Models

    Beacom College of Computer and Cyber Sciences, Dakota State University · Mathematics and Computer Science, Augustana College

  6. The Undetected Damage of Quantization on Retrieval and How to Fix It

    Sep 21, 2026Luca Zhou, Alessandro Zirilli, Daniele Solombrino +2QuantizedFull-Precision Performance

    Sapienza University of Rome · Not Diamond · Paradigma

  7. Predict Before You Deploy: Offline Prediction of Quantization-Induced Task Degradation for World Action Models

    Sep 16, 2026Jiuyi Xu, Jinjia Guo, Meida Chen +2QuantizedWorld Models

    Robotics Program, Colorado School of Mines, Golden, CO USA. · Department of Civil and Coastal Engineering, University of Florida, Gainesville, FL USA. · University of Southern California - Institute for Creative Technology, Los Angeles, CA USA. +1

  8. QEMScore: How Much Does the Measurement Add to Learned Quantum Error Mitigation?

    Sep 15, 2026Yue Zhao, Huayue Gu, Yushun Dong +1Quantum Error CorrectionEqual Error Rate

    University of Southern California · Kennesaw State University · Florida State University +1

  9. Efficient AI Model Deployment Using Quantization Analysis Tool

    Sep 14, 2026Dwith Chenna, Kanishka MacherlaQuantizedArtificial Intelligence Deployment

    Electrical and Computer Engineering Department University of Maryland College Park, MD, USA

  10. Why Does Post-Training Quantization Work?

    Sep 10, 2026Yuxiang Chen, Michael Beyer, Jun Zhu +1Post-Training QuantizationQuantized

    Dept. of Comp. Sci. and Tech., Institute for AI, BNRist Center, THBI Lab, Tsinghua-Bosch Joint ML Center, Tsinghua University · College of AI, Tsinghua University · Bosch AI Research, Renningen, Germany

  11. A Note on Scaling in Randomly Rotated Quantization and Its Connection to the CDEF +1 Pythagorean Relation

    Sep 8, 2026Uri ErezQuantizedScaling

    School of Electrical Engineering Tel Aviv University Tel Aviv, Israel

  12. KBBQ: A Predictive Noise Law and the Limits of Spectrum Flattening in FP4 Quantization

    Sep 8, 2026Lexington Whalen, Yuki Ito, Ryo SakamotoQuantizedQuantizer

    1SB Intuitions, Tokyo, Japan.

  13. Quantization Amplifies Determinism, Not Bias: Scale-Dependent Behavioral Effects of Serving-Time Weight Compression

    Sep 7, 2026Dachi KurtskhaliaLarge Language Model QuantizationQuantized

    Impel

  14. The Structure of Quantization Damage in LLMs: Why the Next Bit Should Be Spent Globally

    Sep 1, 2026Jundong Hu, Shekar RamachandranLarge Language Model QuantizationQuantized

    PayPal AI

  15. Language-Conditional Dequantization: Recovering What Quantization Steals from Non-English Languages

    Aug 12, 2026Nirmal ThomasLarge Language Model QuantizationQuantized

    Prathama International

  16. Quantization Degradation in Large Language Models: A Signal-Noise Perspective

    Aug 8, 2026Chenxi Zhou, Pengfei Cao, Jinyu Ye +5Large Language Model QuantizationPost-Training Quantization

    School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences, Beijing, China · The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China +1

  17. Which Decisions Low-Bit Quantization Breaks, and How to Predict Them

    Aug 6, 2026Zekun Wu, Swati Dhiman, Adriano KoshiyamaQuantizedShrink

    Holistic AI · UCL Centre for Artificial Intelligence, University College London

  18. SSTQ:Privacy-Preserving Vector Quantization via Subsampled Stochastic TurboQuant

    Aug 5, 2026Adel Javanmard, David P. Woodruff, Vahab MirrokniResidual Vector QuantizationDecentralized Optimization

    University of Southern California · Google Research · Carnegie Mellon University

  19. Quantization Effects on Biomedical LLM Reliability

    Aug 4, 2026Anton Rasmussen, Hong QinLarge Language Model ReliabilityLarge Language Model Quantization

    Old Dominion University Norfolk, VA 23529, USA

  20. VQ-bench: A Composable Vector Quantization Framework

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

    University of Pennsylvania and Pinecone · Pinecone

  21. Studying quantization trade-offs for efficient inference deployment in machine translation

    Jul 31, 2026Jim Zhao, Sohir Maskey, Koen Oostermeijer +2Large Language Model QuantizationLLM Inference Optimization

    University of Basel · Aleph Alpha Research · Graphcore

  22. How Small Can You Go? A Controlled Study of LoRA Rank, Target Modules, and Quantization Trade-offs for Text-to-SQL on a 60M-Parameter Model

    Jul 28, 2026Mahendra Singh Rathor, Anagheem AzzamLarge Language Model QuantizationParameter-Efficient Fine-Tuning Methods

    Independent Researcher · Jaipur, India · Hamburg, Germany

  23. Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation

    Jul 27, 2026M M Asif FerdousLarge Language Model UncertaintyQuantized

    Independent Researcher

  24. Approximate reservoir computing with a semiconductor laser for reducing energy consumption

    Jul 25, 2026Tatsuki Ito, Kazutaka Kanno, Satoshi Kawakami +1Reservoir ComputingReservoir

    Department of Information and Computer Sciences, Saitama University, 255 Shimokubo, Sakura-ku, Saitama City, Saitama 338-8570, Japan · Faculty of Information Science and Electrical Engineering, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka 819-0395, Japan

  25. Same Predictions, Different Reasons: The Effect of Quantization on Model Explanations

    Jul 24, 2026Kazi Kamruzzaman Rabbi, Md. Zami Al Zunaed Farabe, M. Sohel RahmanPost-Training QuantizationQuantized

    BRAC University, Dhaka, Bangladesh · Department of Computer Science and Engineering, Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh

  26. QuantiBias: Benchmarking Quantization-Induced Bias in LLMs

    Jul 23, 2026Emilio FerraraLarge Language Model BiasLarge Language Model Quantization

    Thomas Lord Department of Computer Science University of Southern California

  27. Beyond Independent Optimization: Compression, MoE Routing, and Quantization Interactions in Multimodal Edge Intelligence

    Jul 23, 2026Jay Gor, Karm Dave, Akshita Abrol +3Multimodal LearningIntelligent Edge

    Nirma University · Singapore Institute of Technology, Singapore · Department of CE-AI and Big Data, Marwadi University

  28. StepX-Edge: An On-Device UI Vision-Language Model via Architecture-Training-Deployment Co-Design

    Jul 20, 2026Yin Wang, Haotian Hu, Jineng Han +4Recent Vision-Language ModelsDevice

    StepX Team

  29. Quantize with Confidence? An Empirical Study of Quantization for Code Generation

    Jul 15, 2026Saima Afrin, Md. Zahidul Haque, Antonio MastropaoloQuantizedCode Generation

    AURA Lab · Department of Computer Science · William & Mary +1

  30. Decomposing Runtime, Kernel, and Quantization Speedups via a Matched FP16 Intermediate: A Hardware-Conditioned Case Study on Four NVIDIA RTX A5000 GPUs

    Jul 13, 2026Weijia Han, Lisha QuMatched Fp16 IntermediateQuantized

    University of Washington

  31. Efficient Tuning Before Low-Bit Post-Training Quantization for Stochastic Gradient Descent-optimized Models

    Jul 13, 2026Peng Xia, Junbiao Pang, Muhammad Ayub SabirPost-Training QuantizationQuantized

    School of Information Science and Technology, Beijing University of Technology, Beijing 100124, China

  32. A Symbolic Neural CPU for Quantization-Simulated Writeback and Interpretable Program Execution

    Jul 10, 2026Jose Luis Lima de Jesus SilvaNeuro-Symbolic FrameworkQuantized

    Federal University of Bahia, Department of Geophysics, Salvador, BA 40170-115, Brazil · Grupo de Estudos e Aplicação de Inteligência Artificial em Geofísica (GAIA), Federal University of Bahia, Salvador, BA 40170-115, Brazil

  33. Lean-QIT: Towards a Formal Infrastructure for Quantum Information Theory

    Jul 10, 2026Chengkai Zhu, Ziao Tang, Guocheng Zhen +6QuantizedInfrastructure

    QudeLeap Research, Shanghai 200030, China · The Hong Kong University of Science and Technology (Guangzhou), Guangdong 511453, China · Quantum Science Center of Guangdong-Hong Kong-Macao Greater Bay Area, Shenzhen 518045, China +1

  34. The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs

    Jul 9, 2026Baha Rababah, Cuneyt Gurcan Akcora, Carson K. LeungLarge Language Model QuantizationPost-Training Quantization

    Department of Computer Science, University of Manitoba, Canada · AI Initiative, University of Central Florida, USA

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

    Jul 9, 2026Hyeju Shin, Chorwon Kim, Ryangsoo Kim +2Large Language Model QuantizationQuantized

    1ETRI, Republic of Korea.

  36. Canonical quantization of neurons

    Jul 6, 2026Alexander He, Nana Liu, Mark M. WildeQuantum Neural NetworksHybrid Quantum-Classical Pipeline

    Department of Physics, Cornell University, Ithaca, New York 14850, USA · Institute of Natural Sciences, School of Mathematical Sciences, Ministry of Education Key Laboratory in Scientific and Engineering Computing, and Global College, Shanghai Jiao Tong University, Shanghai 200240, China · School of Electrical and Computer Engineering, Cornell University, Ithaca, New York 14850, USA

  37. A Unified Framework for Quantized and Continuous Strong Lottery Tickets

    Jul 4, 2026Aakash Kumar, Emanuele NataleLotteriesQuantized

    COATI, CNRS, Inria, I3S, Université Coté d’Azur, France

  38. Boundary-Aware Quantization: Finite-Scale Decision Geometry of Neural Classifiers

    Jul 1, 2026O. M. KiselevQuantizedDecision Boundaries

    Innopolis University, Innopolis, Republic of Tatarstan, Russian Federation

  39. Data Scale, Not Latency, Shapes Cross-Lingual Encoder Transfer in Streaming ASR

    Jun 23, 2026Nenad BanficSpeech EncoderAutomatic Speech Recognition

    CoreAI, Microsoft

  40. On the Expressive Power of Weight Quantization in Large Language Models

    Jun 20, 2026Shao-Qun ZhangLarge Language Model QuantizationQuantized

    National Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210063, China. · School of Intelligent Science and Technology, Nanjing University, Suzhou 215163, China.

  41. Fast-TurboQuant: A Multiplier-Free Online Vector Quantization Approach

    Jun 19, 2026Pedro M. R. Pereira, Felipe A. P. de Figueiredo, Rausley A. A. de SouzaResidual Vector QuantizationQuantized

    National Institute of Telecommunications (Inatel), Santa Rita do Sapucaí, MG 37536-001, Brazil

  42. Effective Dimension Governs Generalization in Quantum Kernel Vision Models

    Jun 18, 2026Jian Xu, Delu Zeng, John Paisley +1Quantum KernelsEntanglement

    RIKEN iTHEMS · RIKEN AIP · South China University of Technology +1

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

    Jun 11, 2026Mariya Pavlova, Harrison Bo Hua Zhu, Lidia Vitanova +2QuantizedDynamical Systems

    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

  44. What Limits Does Quantization Place on Dense Top-kk Retrieval? A Theoretical Study

    Jun 10, 2026Koki Okajima, Tsukasa YoshidaVector DatabaseTop-K

    NTT, Inc.

  45. Quality Is Not a Safety Proxy Under Quantization

    Jun 8, 2026Sahil KadadekarQuantizedSafety Benchmarks

    Independent Researcher

  46. SPEAR: A System for Post-Quantization Error-Adaptive Recovery Enabling Efficient Low-Bit LLM Serving

    Jun 4, 2026Hongyuan Liu, Yawei Li, Zhiqiang Que +3Large Language Model QuantizationQuantized

    University of Electronic Science and Technology of China · University of Bristol · 3ETH Zurich

  47. LLM Compression with Jointly Optimizing Architectural and Quantization choices

    Jun 2, 2026Hoang-Loc La, Truong-Thanh Le, Amir Taherkordi +1Large Language Model CompressionLLM Inference Optimization

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

  48. Does Compression Preserve Uncertainty? A Unified Benchmark for Quantized and Sparse LLMs via Conformal Prediction

    Jun 1, 2026Yujia Tong, Yuxi Wang, Yunyang Wan +3Large Language Model UncertaintyLarge Language Model Compression

    Wuhan University of Technology · Nanyang Technological University

  49. QVGGT: Post-Training Quantized Visual Geometry Grounded Transformer

    May 29, 2026Zhizhen Pan, Hesong Wang, Huan WangVisual Geometry Grounded Transformer3D Perception

    Westlake University · Beijing University of Posts and Telecommunications

  50. The Rescue Effect: Spatio-Semantic Early Exit Bypasses Quantization Collapse in CLIP

    May 26, 2026Kahyeon Nam, Hyesong ChoiFrozen Contrastive Language-Image Pre-Training Visual EncoderQuantized

    Soongsil University Seoul, Republic of Korea

  51. The Quantization Benefits of Residual-Free Transformers

    May 25, 2026Yiping Ji, Mahalakshmi Sabanayagam, Peyman Moghadam +2Transformer Residual StreamsQuantized

    Australian Institute for Machine Learning, Adelaide University · DATA61, CSIRO

  52. Pre-Registering the Detectable Effect: A Paired-MDE Budget for 4-bit Quantization Benchmarks, with a Pilot Audit

    May 25, 2026Zexin Zhuang, Yanhang Li, Zhichao FanQuantizedEffect Sizes

    1Southern Methodist University · 2Northeastern University · University of Illinois Urbana-Champaign

  53. Fermi-Dirac machines as quantizations of neurons

    May 23, 2026Alexander He, Nana Liu, Mark M. WildeQuantum Neural NetworksLfsr-Based Stochastic Leaky Integrate-And-Fire Neuron

    Department of Physics, Cornell University, Ithaca, New York 14850, USA · Institute of Natural Sciences, Shanghai Jiao Tong University, Shanghai 200240, China · School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai 200240, China +3

  54. LLMs as Noisy Channels: A Shannon Perspective on Model Capacity and Scaling Laws

    May 22, 2026Xu Ouyang, Deyi Liu, Yuhang Cai +5Scaling LawsLarge Language Model Training

    1ByteDance Seed · University of Virginia · University of California, Berkeley

  55. When Bits Break Recourse: Counterfactual-Faithful Quantization

    May 16, 2026Chaymae Yahyati, Ismail Lamaakal, Khalid El Makkaoui +1QuantizedLateral String Stability

    Mohammed First University

  56. CAR-SAM: Cross-Attention Reconstruction for Post-Training Quantization of the Segment Anything Model

    May 16, 2026Houji Wen, Jiangyong Yu, Jun Li +1Post-Training QuantizationQuantized

    1Nanjing University of Science and Technology · 2Houmo AI

  57. Forgetting That Sticks: Quantization-Permanent Unlearning via Circuit Attribution

    May 14, 2026Saisab Sadhu, Pratinav Seth, Vinay Kumar SankarapuQuantizedExact Unlearning

    Lexsi Labs

  58. Rethink the Role of Neural Decoders in Quantum Error Correction

    May 12, 2026Ge Yan, Shanchuan Li, Yuxuan DuQuantum Error CorrectionQuantized

    College of Computing and Data Science, Nanyang Technological University, Singapore 639798, Singapore · Department of Electrical Engineering and Computer Science, Tokyo University of Agriculture & Technology, Koganei, Tokyo, 184-8588, Japan · School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 639798, Singapore

  59. MuonQ: Enhancing Low-Bit Muon Quantization via Directional Fidelity Optimization

    May 12, 2026Yupeng Su, Ruijie Zhang, Ziyue Liu +2QuantizedMuon

    University of California, Santa Barbara

  60. PermuQuant: Lowering Per-Group Quantization Error by Reordering Channels for Diffusion Models

    May 10, 2026Yongsen Cheng, Kai Liu, Kaiwen Tao +5QuantizedDiffusion Models

    Shanghai Jiao Tong University · Huawei Noah’s Ark Lab