Paper Citation Record · LEDGER

Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 32 inbound Pith citation observations for arXiv:2304.09145.

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

pith.paper-citation-record.v1
2304.09145 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 32 of 32 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:09:58.003309Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T19:42:36.070011Z

Reference resolution

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verified exact0
verified fuzzy0
unresolved0
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malformed identifier0
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External citation measurements

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Outbound references

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Pith citing papers

Observation e73f5471-146c-465c-8514-1674f4582101 · inbound

A Comprehensive Overview of Large Language Models cites this paper.

A Comprehensive Overview of Large Language Models Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 257

Resolution: verified exact; arxiv_id, observed 2026-05-19T20:28:39.159884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 34588567-aa6b-4b47-ba76-f31aeac5d949 · inbound

A Survey on Efficient Inference for Large Language Models cites this paper.

A Survey on Efficient Inference for Large Language Models Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 169

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:39:33.108405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0c85add7-2e8a-4b72-b67c-98d6ba5d6a7f · inbound

SpinQuant: LLM quantization with learned rotations cites this paper.

SpinQuant: LLM quantization with learned rotations Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-15T15:52:34.788483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bd7249e2-90cd-4f89-b4ac-be228cefbd4c · 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 Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T05:20:23.935806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 288e1c28-d624-48ca-97fe-73cdf11e8452 · inbound

Deploying Foundation Model Powered Agent Services: A Survey cites this paper.

Deploying Foundation Model Powered Agent Services: A Survey Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 200

Resolution: unresolved; no resolver link, observed 2026-08-11T13:09:46.627672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3187b729-b6b5-4683-934a-b59df0dea78e · inbound

A Survey on Large Language Model Acceleration based on KV Cache Management cites this paper.

A Survey on Large Language Model Acceleration based on KV Cache Management Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-11T00:38:47.273784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f82671e-6d1e-403d-aee3-7da93505fcfe · inbound

Highly Optimized Kernels and Fine-Grained Codebooks for LLM Inference on Arm CPUs cites this paper.

Highly Optimized Kernels and Fine-Grained Codebooks for LLM Inference on Arm CPUs Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T05:45:50.287457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 055707ab-0c07-45ed-b1f4-75872dfe7a32 · inbound

Dissecting Bit-Level Scaling Laws in Quantizing Vision Generative Models cites this paper.

Dissecting Bit-Level Scaling Laws in Quantizing Vision Generative Models Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T22:04:24.319774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c208a281-ae88-4a78-8607-fa24e89187bb · inbound

Accelerating Large Language Models through Partially Linear Feed-Forward Network cites this paper.

Accelerating Large Language Models through Partially Linear Feed-Forward Network Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-10T19:29:57.469890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88b2d013-29a9-4bea-b67a-e56b73f4af4a · inbound

Qrazor: Reliable and Effortless 4-bit LLM Quantization by Significant Data Razoring cites this paper.

Qrazor: Reliable and Effortless 4-bit LLM Quantization by Significant Data Razoring Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:57.610432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa6a0ec5-f35c-433f-9f9d-556e71043bd8 · inbound

On Accelerating Edge AI: Optimizing Resource-Constrained Environments cites this paper.

On Accelerating Edge AI: Optimizing Resource-Constrained Environments Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T14:46:38.167424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9467dd6-8133-4c6c-b586-6606bd970425 · inbound

Gradual Binary Search and Dimension Expansion : A general method for activation quantization in LLMs cites this paper.

Gradual Binary Search and Dimension Expansion : A general method for activation quantization in LLMs Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T12:09:58.003309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a266efd-cef3-40aa-9bef-13ecc57e9ac1 · inbound

FineQ: Software-Hardware Co-Design for Low-Bit Fine-Grained Mixed-Precision Quantization of LLMs cites this paper.

FineQ: Software-Hardware Co-Design for Low-Bit Fine-Grained Mixed-Precision Quantization of LLMs Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T05:52:21.258649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31570def-bd1d-4203-a5d6-ef675b01d94d · inbound

Resource-Efficient Language Models: Quantization for Fast and Accessible Inference cites this paper.

Resource-Efficient Language Models: Quantization for Fast and Accessible Inference Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T21:55:07.863414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ed1d098-b6a5-42f7-814f-85f2d927af3d · inbound

Quaff: Quantized Parameter-Efficient Fine-Tuning under Outlier Spatial Stability Hypothesis cites this paper.

Quaff: Quantized Parameter-Efficient Fine-Tuning under Outlier Spatial Stability Hypothesis Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:41.625021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 633f0dc7-212f-47b7-864f-b5b08e2e0762 · inbound

NQKV: A KV Cache Quantization Scheme Based on Normal Distribution Characteristics cites this paper.

NQKV: A KV Cache Quantization Scheme Based on Normal Distribution Characteristics Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T15:09:28.972282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7a28310-e77c-47cf-a0e2-19d3232e669b · inbound

KerZOO: Kernel Function Informed Zeroth-Order Optimization for Accurate and Accelerated LLM Fine-Tuning cites this paper.

KerZOO: Kernel Function Informed Zeroth-Order Optimization for Accurate and Accelerated LLM Fine-Tuning Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T14:29:34.477636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ae87194-27b8-4ff2-b320-de5ba10837d1 · inbound

DECA: A Near-Core LLM Decompression Accelerator Grounded on a 3D Roofline Model cites this paper.

DECA: A Near-Core LLM Decompression Accelerator Grounded on a 3D Roofline Model Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:58.025701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0af6810a-da2d-419c-840e-3bac0083962f · 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 Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T13:30:40.860196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2cac9bb-05ea-4ff6-a91f-d0c1ecd524df · inbound

FPTQuant: Function-Preserving Transforms for LLM Quantization cites this paper.

FPTQuant: Function-Preserving Transforms for LLM Quantization Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T10:43:46.980855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a05345fa-7475-41b2-a502-2699e1cf9580 · inbound

BASE-Q: Bias and Asymmetric Scaling Enhanced Rotational Quantization for Large Language Models cites this paper.

BASE-Q: Bias and Asymmetric Scaling Enhanced Rotational Quantization for Large Language Models Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:06:24.060629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32bf6349-d0e6-4e50-bce4-50b815969fc6 · inbound

Q-resafe: Assessing Safety Risks and Quantization-aware Safety Patching for Quantized Large Language Models cites this paper.

Q-resafe: Assessing Safety Risks and Quantization-aware Safety Patching for Quantized Large Language Models Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:19.611331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f247830d-ff20-4990-83eb-6e8bebe5da40 · inbound

PoTPTQ: A Two-step Power-of-Two Post-training for LLMs cites this paper.

PoTPTQ: A Two-step Power-of-Two Post-training for LLMs Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:36.149236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b86ac59-2285-4dfb-8993-1e5bd2975a13 · inbound

DMQ: Dissecting Outliers of Diffusion Models for Post-Training Quantization cites this paper.

DMQ: Dissecting Outliers of Diffusion Models for Post-Training Quantization Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:12.194747Z

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Unavailable: canonical work link unavailable.

Observation 057bd4f2-a8c0-4035-9284-998b1ad53b9a · 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 Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T12:51:01.202661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93c423a1-59f0-4a34-9066-41f91a54c11b · inbound

Efficient Reasoning on the Edge cites this paper.

Efficient Reasoning on the Edge Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 135

Resolution: unresolved; no resolver link, observed 2026-07-13T23:28:12.790404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc8739a6-9c27-4149-af0d-a97be86a3177 · inbound

LBLLM: Lightweight Binarization of Large Language Models via Three-Stage Distillation cites this paper.

LBLLM: Lightweight Binarization of Large Language Models via Three-Stage Distillation Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T12:46:04.675725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 72e8ee89-4cd9-434b-9197-301b6eeb3b86 · inbound

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities cites this paper.

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 163

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:16:10.297825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fdf57dfa-0585-4c9d-ad2a-33e054ae9f25 · inbound

Quant.npu: Enabling Efficient Mobile NPU Inference for on-device LLMs via Fully Static Quantization cites this paper.

Quant.npu: Enabling Efficient Mobile NPU Inference for on-device LLMs via Fully Static Quantization Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:54:02.625596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cd16a273-dd71-4d18-9bd5-87328511b638 · inbound

GNMR: Runtime Stability Control for Low-Precision Large Language Model Training cites this paper.

GNMR: Runtime Stability Control for Low-Precision Large Language Model Training Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-06-28T19:42:36.071574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e210193d-bab0-49e1-b61c-e1d60621ce0e · inbound

MXSens: Sensitivity-Aware Mixed-Precision Quantization for Efficient LLM Inference cites this paper.

MXSens: Sensitivity-Aware Mixed-Precision Quantization for Efficient LLM Inference Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T17:12:27.226905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56f04a3c-c28b-420f-8654-1eea4d2fb4de · inbound

When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation cites this paper.

When Local Variance Optimality Is Not Enough: RoPE-Aligned Q/K Rotations for Dynamic 4-Bit Quantisation Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-14T12:54:26.620007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.