Paper Citation Record · LEDGER

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression

As of 7 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2606.23568.

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

pith.paper-citation-record.v1
2606.23568 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T08:58:27.282205Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

13 of 13 outbound references displayed

verified exact2
verified fuzzy0
unresolved10
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39908bd4-6984-4d9f-925b-9d96359aa49e · outbound

This paper cites Drone: Data-aware low- rank compression for large nlp models.Advances in neural information processing systems, 34:29321–29334, 2021.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Drone: Data-aware low- rank compression for large nlp models.Advances in neural information processing systems, 34:29321–29334, 2021

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61b3b057-f116-4ade-973f-8a01f9ab7b59 · outbound

This paper cites Optimal brain compression: A framework for accurate post- training quantization and pruning.Advances in Neural Information Processing Systems, 35:4475– 4488, 2022.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Optimal brain compression: A framework for accurate post- training quantization and pruning.Advances in Neural Information Processing Systems, 35:4475– 4488, 2022

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aaf142d-12e7-4fdf-b2b5-52c3d8e9229a · outbound

This paper cites Sparsegpt: Massive language models can be accurately pruned in one-shot.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Sparsegpt: Massive language models can be accurately pruned in one-shot

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e74f463-feab-43bb-bd83-b4e25ec1d37e · outbound

This paper cites Optq: Accurate quantization for generative pre-trained transformers.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Optq: Accurate quantization for generative pre-trained transformers

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6627257-c1b6-4dfa-b0cb-acd4566a00eb · outbound

This paper cites Second order derivatives for network pruning: Optimal brain surgeon.Advances in neural information processing systems, 5, 1992.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Second order derivatives for network pruning: Optimal brain surgeon.Advances in neural information processing systems, 5, 1992

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8b9302a-e394-47af-8253-6488ef78e220 · outbound

This paper cites Language model compression with weighted low-rank factorization.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Language model compression with weighted low-rank factorization

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-04T10:19:47.500318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 27e2522a-57cf-454c-a48b-cd383f701639 · outbound

This paper cites The optimal bert surgeon: Scalable and accurate second-order pruning for large language models.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression The optimal bert surgeon: Scalable and accurate second-order pruning for large language models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad594473-dcdb-4382-9c9a-a1e0c40abece · outbound

This paper cites Optimal brain damage.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Optimal brain damage

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74e35546-e63b-4809-b04f-ee67731ea762 · outbound

This paper cites Optimal brain decomposition for accurate llm low-rank approximation.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Optimal brain decomposition for accurate llm low-rank approximation

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-04T10:19:47.505117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ebf0b13b-c1fe-4c04-bdd9-4257ec6a14d0 · outbound

This paper cites Optimizing neural networks with kronecker-factored approx- imate curvature.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Optimizing neural networks with kronecker-factored approx- imate curvature

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae1e9151-e31d-4ce1-bf4a-955a923d196d · outbound

This paper cites The llm surgeon.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression The llm surgeon

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da65167e-a604-4da2-b1a3-734a6af821d3 · outbound

This paper cites Svd-llm: Truncation-aware singular value decomposition for large language model compression.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression Svd-llm: Truncation-aware singular value decomposition for large language model compression

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T08:58:27.282205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6e3cba3-bc39-43fb-9d1b-5c1b348ee3f8 · outbound

This paper cites ASVD: Activation-aware Singular Value Decomposition for Compressing Large Language Models.

SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression ASVD: Activation-aware Singular Value Decomposition for Compressing Large Language Models

Reference 13

Resolution: malformed identifier; local_arxiv, observed 2026-07-04T10:19:47.502601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.