Paper Citation Record · LEDGER

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs

As of 10 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2505.17595.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.17595 v4

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:50:08.282552Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy2
unresolved19
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4f75b828-870c-46e8-9568-1c74961f2ca8 · outbound

This paper cites Implementation Details D.1.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs Implementation Details D.1

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:50:09.041747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d60b96da-fd7b-4f3d-8139-70e186d87a7e · outbound

This paper cites Grattafiori, A., Dubey, A., Jauhri, A., Pandey, A., Kadian, A., Al-Dahle, A., Letman, A., Mathur, A., Schelten, A., Vaughan, A., et al.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs Grattafiori, A., Dubey, A., Jauhri, A., Pandey, A., Kadian, A., Al-Dahle, A., Letman, A., Mathur, A., Schelten, A., Vaughan, A., et al

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:06.555185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9756dc0e-73c0-42fe-b4af-2e9ebdf55320 · outbound

This paper cites The Llama 3 Herd of Models.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs The Llama 3 Herd of Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:06.697286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76dddf82-afb5-4854-bccc-a09f17123e90 · outbound

This paper cites OstQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs OstQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:06.797957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7259daa3-bd41-49bb-9984-9964f8c2736e · outbound

This paper cites Quantizing deep convolutional networks for efficient inference: A whitepaper.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs Quantizing deep convolutional networks for efficient inference: A whitepaper

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.031043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc70cfcb-1d21-44fe-8eb9-cf3058a6c137 · outbound

This paper cites S., and Solla, S.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs S., and Solla, S

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:50:09.164691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 140a9275-d8b2-42de-8e43-c97d3e00c5db · outbound

This paper cites MQBench: Towards Reproducible and Deployable Model Quantization Benchmark.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs MQBench: Towards Reproducible and Deployable Model Quantization Benchmark

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.377873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b916734e-53dd-4b04-9cc4-c8e8cc7594cc · outbound

This paper cites GPTAQ: Efficient Finetuning-Free Quantization for Asymmetric Calibration.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs GPTAQ: Efficient Finetuning-Free Quantization for Asymmetric Calibration

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.468226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09101149-bf73-44f3-8eff-8674cd799c59 · outbound

This paper cites SpinQuant: LLM quantization with learned rotations.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs SpinQuant: LLM quantization with learned rotations

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.556109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68f99cf3-cf03-475f-b1ed-75ac373b43e6 · outbound

This paper cites GPT-4 Technical Report.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs GPT-4 Technical Report

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.641903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 525e7bfe-1913-4952-ae7d-c07e4fb3d262 · outbound

This paper cites OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.711373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 853b06e2-f64f-416b-8371-ce56aa945d59 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.786512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a251c92-ad19-44d4-b0a0-ec903c81ca76 · outbound

This paper cites Qwen2.5 Technical Report.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs Qwen2.5 Technical Report

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.846146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc6fad06-ec54-41a6-9028-04ac7bb19165 · outbound

This paper cites MagR: Weight Magnitude Reduction for Enhancing Post-Training Quantization.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs MagR: Weight Magnitude Reduction for Enhancing Post-Training Quantization

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.984695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8c9ab5e-2fb2-4cee-b212-82cea659f651 · outbound

This paper cites an unresolved cited work.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs Unresolved cited work

Reference 128

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T14:50:08.557498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 047a11fe-1364-4898-85c9-f4d066823795 · outbound

This paper cites TesseraQ: Ultra Low-Bit LLM Post-Training Quantization with Block Reconstruction.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs TesseraQ: Ultra Low-Bit LLM Post-Training Quantization with Block Reconstruction

Reference 1989

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.266451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db4eae38-23c4-4b51-b496-0400ac2805f8 · outbound

This paper cites Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:06.925729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52f9032f-3900-40bb-81cd-832cc7207f16 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:06.150368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be871f21-9571-4c1c-85ac-15d8ef8a2866 · outbound

This paper cites doi: 10.18653/v1/P19-1472.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs doi: 10.18653/v1/P19-1472

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:07.902092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 538f023b-9e34-4eff-b6ec-1081217044a8 · outbound

This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:06.422696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72936c72-86d3-474d-a798-ee83436988df · outbound

This paper cites FrameQuant: Flexible Low-Bit Quantization for Transformers.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs FrameQuant: Flexible Low-Bit Quantization for Transformers

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:06.070595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 754ff55a-3068-4a04-8c72-3a71345608b0 · outbound

This paper cites CBQ: Cross-Block Quantization for Large Language Models.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs CBQ: Cross-Block Quantization for Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T14:50:06.273698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ec4d93a-aaa7-4ec6-9a0c-a61986114558 · outbound

This paper cites In contrast, Int-Search employs a grid search over candidate scale values, with the zero-point constrained to be a k-bit unsigned integer.

NeUQI: Near-Optimal Uniform Quantization Parameter Initialization for Low-Bit LLMs In contrast, Int-Search employs a grid search over candidate scale values, with the zero-point constrained to be a k-bit unsigned integer

Reference 2048

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T14:50:08.728718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.