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Paper Citation Record · LEDGER

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models

As of 7 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 2 inbound Pith citation observations for arXiv:2506.09199.

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

pith.paper-citation-record.v1
2506.09199 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:03:02.597278Z

measured 17 of 17 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:38:30.594411Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T19:08:54.327794Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy5
  • unresolved9
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f01b31be-4424-43d4-b4b6-d3f659baa93d · outbound

This paper cites an unresolved cited work.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:03:04.446205Z

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.

source=pdf_text observed=2026-08-07T05:03:02.000943Z digest=sha256:621c440693aea0fc9a22593eba123836236a22beb8a309f5ccbf19470a89ed9c

Observation 27504f38-f65f-4b76-96dc-8a47ee99594c · outbound

This paper cites an unresolved cited work.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:03:04.161525Z

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.

source=pdf_text observed=2026-08-07T05:03:02.115425Z digest=sha256:87a0afd3bee707a88e445aea84bb14859633d93929fd2934f4a6d359ba243829

Observation a3063794-8faa-41e6-a508-7949f07d7730 · outbound

This paper cites ISBN 9798400701030.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models ISBN 9798400701030

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T05:03:01.327635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:03:01.327635Z digest=sha256:b55d02bfdd6fe164a310a75b777ee1d786e2c6000951fb097725e09892f22a24

Observation 4aa12c11-97df-4765-b8cc-d155400e6bee · outbound

This paper cites FedML: A Research Library and Benchmark for Federated Machine Learning.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models FedML: A Research Library and Benchmark for Federated Machine Learning

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T05:03:01.441096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:03:01.441096Z digest=sha256:05c2014b3e8af4dc09cad55aa8e053f6356f8b00ca9ff34ef2963e0da4845ca3

Observation da9b33a4-bc38-40a2-a053-18f26dbb51e0 · outbound

This paper cites Thirunavukarasu, A.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models Thirunavukarasu, A

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T05:03:01.852692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:03:01.852692Z digest=sha256:cc456e43a202b17d1fc9f01a49551df1b5afcd71ca9c8650e58dad93ca9832b8

Observation 605ddbab-3055-4d13-aae3-63751f4da8e9 · outbound

This paper cites FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models Overall Per-Round Complexity.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models Overall Per-Round Complexity

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:03:03.860885Z

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.

source=pdf_text observed=2026-08-07T05:03:02.224820Z digest=sha256:07930f389cc84cca41036cf736e4e4067ad230a8d24a0ca0b0043ad68c97ad32

Observation 40783290-d417-4f2e-b7aa-d6f16b17c541 · outbound

This paper cites It relies on zero-padding (HetLoRA (Cho et al., 2023)) to handle heterogeneity.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models It relies on zero-padding (HetLoRA (Cho et al., 2023)) to handle heterogeneity

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:03:03.665377Z

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.

source=pdf_text observed=2026-08-07T05:03:02.340321Z digest=sha256:1286c561496abf6d49c686e0c9a49059e60823d522959ee4c5bb4483557b3e6e

Observation 360378f1-27fb-45a3-9292-f61d293f99bf · outbound

This paper cites It achieves high performance but incurs additional communication cost proportional to client rank.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models It achieves high performance but incurs additional communication cost proportional to client rank

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:03:03.401156Z

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.

source=pdf_text observed=2026-08-07T05:03:02.434221Z digest=sha256:64e1144ba17643d2500568d56843ad285c6873eb7f57d90db6649a33747214b4

Observation d3bf8b8e-4362-4061-b3e4-a8228838aa0b · outbound

This paper cites It avoids zero-padding and balances communication effi- ciency with flexibility in client ranks.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models It avoids zero-padding and balances communication effi- ciency with flexibility in client ranks

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:03:03.165861Z

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.

source=pdf_text observed=2026-08-07T05:03:02.511864Z digest=sha256:3220342c93f0dad6cf47bc9d60618c9f689f074ba45abad8e68c82e53a31bfff

Observation c86b8092-f913-46a1-ae1a-6887e5d639ed · outbound

This paper cites https://huggingface.co/TinyLlama/ TinyLlama-1.1B-Chat-v1.0/resolve/ main/model.safetensors.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models https://huggingface.co/TinyLlama/ TinyLlama-1.1B-Chat-v1.0/resolve/ main/model.safetensors

Reference 15

Resolution
malformed identifier
no resolver link, observed 2026-08-07T05:03:02.597278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:03:02.597278Z digest=sha256:b11870d9f1df2687212bb75c2d44888a33366e5e22aee33bb92284f07f05c7e4

Observation 029c861d-03e1-4ea5-af93-052a72cce196 · outbound

This paper cites URL https://proc eedings.mlr.press/v54/mcmahan17a.html.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models URL https://proc eedings.mlr.press/v54/mcmahan17a.html

Reference 1282

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:03:04.756349Z

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.

source=pdf_text observed=2026-08-07T05:03:01.695520Z digest=sha256:2c2187ce3ebe2eddf0d0d226cf25dead38592a5d17bc04dee50ac80a74ca0846

Observation 8bfdd029-9554-4052-8f24-aca2d7c6f6b7 · outbound

This paper cites Qin, Z., Chen, D., Qian, B., Ding, B., Li, Y ., and Deng, S.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models Qin, Z., Chen, D., Qian, B., Ding, B., Li, Y ., and Deng, S

Reference 2015

Resolution
unresolved
no resolver link, observed 2026-08-07T05:03:01.775075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:03:01.775075Z digest=sha256:d62615ba2798a00a11589dc2f69c9491e092dac63a9e1e9a53fd5c0115cdc22f

Observation cbb9d0fd-1bcd-437c-a321-434341488d65 · outbound

This paper cites doi: 10.18653/v1/P18-1031.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models doi: 10.18653/v1/P18-1031

Reference 2018

Resolution
unresolved
no resolver link, observed 2026-08-07T05:03:01.553381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:03:01.553381Z digest=sha256:3efd946c8431ec4c6c80be6365d46b5a048d63ec4ed5d0b97922f37a7f6869af

Observation fb01d0b8-b07b-4fbf-991b-4add08e3606a · outbound

This paper cites ISBN 9781450399852.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models ISBN 9781450399852

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T05:03:01.257276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:03:01.257276Z digest=sha256:4ac6f0c8fea3094f3199dc7d90fffe07ecca92cd4e269001c22ae6f063827dd8

Observation b4c3047c-4f78-447b-b827-8a9ff3747ecc · outbound

This paper cites an unresolved cited work.

FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:03:05.042015Z

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.

source=pdf_text observed=2026-08-07T05:03:01.230026Z digest=sha256:00ce676581bb0459f683b28254005656ce1d56b4b76c76e027666c756a342343

Pith citing papers

Observation be448eba-8363-4a24-848a-077687a8e927 · inbound

UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models cites this paper.

UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-26T02:02:26.506599Z

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.

source=arxiv_source observed=2026-05-20T19:06:08.951475Z digest=sha256:fd7c837af6f59a883b6ff5a36dee8c19d1db5b143222564cd9ec0f175b7a5b08

Observation 03ab38f2-3a36-43cb-a0db-114da5e99825 · inbound

Spectral Transformation for Layer-wise Global Rank Discovery in Federated LoRA for Vision Transformers cites this paper.

Spectral Transformation for Layer-wise Global Rank Discovery in Federated LoRA for Vision Transformers FLoRIST: Singular Value Thresholding for Efficient and Accurate Federated Fine-Tuning of Large Language Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-01T08:38:30.594411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T08:38:30.594411Z digest=sha256:1b54652310afff83bbc19b511f080267e0cea380ce70f0c790ca2719c788ae4c