Paper Citation Record · LEDGER

QQQ: Quality Quattuor-Bit Quantization for Large Language Models

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2406.09904.

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

pith.paper-citation-record.v1
2406.09904 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:20:23.960857Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T04:37:36.355740Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 27167c75-c01d-4d21-8d73-2964c3c4e91a · inbound

DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation cites this paper.

DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T05:20:23.960857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b4fc94e-1dd0-4338-b2a7-526e6d2d1e66 · inbound

MQuant: Unleashing the Inference Potential of Multimodal Large Language Models via Full Static Quantization cites this paper.

MQuant: Unleashing the Inference Potential of Multimodal Large Language Models via Full Static Quantization QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-09T19:12:56.330350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f168e218-e86b-4e7b-932e-e33431ef6247 · inbound

Dual Precision Quantization for Efficient and Accurate Deep Neural Networks Inference cites this paper.

Dual Precision Quantization for Efficient and Accurate Deep Neural Networks Inference QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:36:05.720980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 428558c0-df21-44d1-b1de-79ebf8a71218 · inbound

Is (Selective) Round-To-Nearest Quantization All You Need? cites this paper.

Is (Selective) Round-To-Nearest Quantization All You Need? QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:14:02.080691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 290d779b-6d71-411c-bd9d-2c5226e91831 · inbound

Rethinking the Outlier Distribution in Large Language Models: An In-depth Study cites this paper.

Rethinking the Outlier Distribution in Large Language Models: An In-depth Study QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T13:30:41.859346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 714b484a-6a34-4218-8b9a-9bb2ae8603df · inbound

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design cites this paper.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:31.964329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2029150-7fba-44c7-8a93-aaaa1bfb8ad2 · inbound

CogDDN: A Cognitive Demand-Driven Navigation with Decision Optimization and Dual-Process Thinking cites this paper.

CogDDN: A Cognitive Demand-Driven Navigation with Decision Optimization and Dual-Process Thinking QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T17:18:30.219200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49c6fe9f-3712-4dab-becc-206455f21cbc · inbound

LiquidGEMM: Hardware-Efficient W4A8 GEMM Kernel for High-Performance LLM Serving cites this paper.

LiquidGEMM: Hardware-Efficient W4A8 GEMM Kernel for High-Performance LLM Serving QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T12:51:01.231907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1ec7b89-61ca-468c-aee0-8311e69a110e · inbound

Baichuan-M2: Scaling Medical Capability with Large Verifier System cites this paper.

Baichuan-M2: Scaling Medical Capability with Large Verifier System QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-05T11:50:17.356679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8da9949-a1d9-4937-9305-6d5d391d2c20 · inbound

Breaking Modality Heterogeneity in Low-Bit Quantization for Large Vision-Language Models cites this paper.

Breaking Modality Heterogeneity in Low-Bit Quantization for Large Vision-Language Models QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:23:03.636300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9d03236a-51af-4588-8506-902322be98a6 · inbound

APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing cites this paper.

APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T23:47:28.467228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7b79d209-e441-4b82-869a-0488b8de8e9c · inbound

APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing cites this paper.

APEX4: Efficient Pure W4A4 LLM Inference via Intra-SM Compute Rebalancing QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T11:24:38.664691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation aae66742-337e-4318-91a8-594888654095 · inbound

Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving cites this paper.

Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-30T14:04:45.295952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation febd8adb-ab86-45b8-b719-385085d3dbec · inbound

Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving cites this paper.

Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-01T08:55:35.112157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e0591a8a-cea4-434f-9ced-41a4f45daba0 · inbound

MxGLUT: A Reconfigurable LUT-Centric Broadcast Dataflow Accelerator for Mixed-Precision GEMM cites this paper.

MxGLUT: A Reconfigurable LUT-Centric Broadcast Dataflow Accelerator for Mixed-Precision GEMM QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:37:36.357500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 534bfa3a-3d78-41fb-bcf1-69c21c86017b · inbound

Studying quantization trade-offs for efficient inference deployment in machine translation cites this paper.

Studying quantization trade-offs for efficient inference deployment in machine translation QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:22.191497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96a2a206-7936-4f44-87df-514c8351bf6a · inbound

Studying quantization trade-offs for efficient inference deployment in machine translation cites this paper.

Studying quantization trade-offs for efficient inference deployment in machine translation QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-05T04:25:22.049357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.