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Paper Citation Record · LEDGER

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair

As of 13 August 2026, this Paper Citation Record lists 100 of 119 outbound references and 1 inbound Pith citation observation for arXiv:2412.01072.

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

pith.paper-citation-record.v1
2412.01072 v1

Coverage vector

measured 100 of 119 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:46:24.499780Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T17:37:51.790000Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T17:26:04.592292Z

Reference resolution

100 of 119 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved97
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b0304214-d5d8-4304-994c-6b6ad83efa0e · outbound

This paper cites GPT-4 Technical Report.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.876705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.876705Z digest=sha256:af06f0aa7e9ee9bf4baad47c3cbcd835dd0c3db349fc9282d6af7eab07d0be9b

Observation d1d5c2bb-1cfc-43c7-bf29-b94bfb76f2a3 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.882793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.882793Z digest=sha256:d488696a4a50a8f7501cd1d3d96d2ab5d34ffbc7e494b8fdf5bd631281c986c3

Observation e2b7a493-2981-477f-bfcd-ceab5acd6d56 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.887755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.887755Z digest=sha256:5eebbb7aede0d5e130adec48f17e787745c7f8a9e6513f36d66d2bb6524826b3

Observation 8ea28afd-cc6f-459d-b2ec-19689423a1bb · outbound

This paper cites Program Synthesis with Large Language Models.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Program Synthesis with Large Language Models

Reference 4

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unresolved
no resolver link, observed 2026-08-12T04:46:23.892517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.892517Z digest=sha256:bd62b72395f5c88c44cff449eb016d276d806700cc5c344fd57918048ae3d1e6

Observation f87e33c8-5d58-49f4-9075-2d00a5285c92 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.897630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.897630Z digest=sha256:d7fd46017e01d6f12962b047c8b529ea5feadfa3c63955a6e558b3ef79371781

Observation c700eb2a-4b12-4be6-8214-6ae0f8676422 · outbound

This paper cites Qwen Technical Report.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Qwen Technical Report

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.902649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.902649Z digest=sha256:400678e83f0a797167ca29b131b0df535d6ee934f8507a63679e7ca4a096c5f2

Observation c5f9239b-f57e-4391-9b1a-d260e5089cd9 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.908203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.908203Z digest=sha256:7e488486560d0fcee2a33c4649196d9a1d62e1de34b9a267484d53eb5d0a4787

Observation 12608904-7dfa-441e-b677-c16f62ea0fb4 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.916610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.916610Z digest=sha256:7f1e82d5f8d4253fe02d3cb7b358e24b8dba8fed7e250a55d130bdd53700a811

Observation 56fcb1d2-1ae9-48bc-94df-dc40799de861 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.922085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.922085Z digest=sha256:9d10eb232e296bdead1cb392ae6f89420f64d27cde3034a2ae1225e442a6d834

Observation bb1ea2a8-d174-4a21-889a-ef4c74b6f5d7 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.928158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.928158Z digest=sha256:aa5f1e0d7c07ad938d25e10ffd27a112fbf4bd0e611f5e0f9ea245b8985c62ba

Observation 1305e2dc-242d-41f3-bd25-c5a593787f69 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.934913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.934913Z digest=sha256:a2b87b9eda9e5d549de1787f630e9e502e639a51495f9c9bf5ece057b028431d

Observation f2f428d0-19de-4fd6-9d62-d03fec2a3f1b · outbound

This paper cites Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.943249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.943249Z digest=sha256:73eee7442083cced945f856b33eabd2604a34df8a217a2f5ad0c14c1dd9b4ff9

Observation 4aa4f406-f5ba-4611-a286-8795ff82d864 · outbound

This paper cites Integration of Large Language Models and Federated Learning.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Integration of Large Language Models and Federated Learning

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.949100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.949100Z digest=sha256:14154ee3fb1f32b59327e98640c85d96bf8d2d874cfbbe9eedd29e46b6e697ea

Observation e1ca3d04-1d34-45e4-9446-19cc15b573a3 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.955681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.955681Z digest=sha256:1d831ceb7e288e69ae43ed5c17a0d0665a80709d858cfe29b7ded3ca2b8c5d59

Observation 48b13d4e-734c-4cb4-bbd8-572feb1c9fe4 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Evaluating Large Language Models Trained on Code

Reference 15

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no resolver link, observed 2026-08-12T04:46:23.962866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.962866Z digest=sha256:46d2086aa5645920b717872364630d2ed5dd54850883c0f9c80c1b1d93747de4

Observation 3d96af16-e9b2-49d4-97ac-a710e92d7a10 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-12T04:46:23.968372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.968372Z digest=sha256:623436ae3432b970c5b5e0e5caae7fa66c875baebf45bf883c38cd9ab7cbfcc2

Observation e0d8dd27-e02a-4a7a-b77e-24edb20cb9e6 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.974416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.974416Z digest=sha256:a9af681abea29e8a9c42fed070dd56ac97740a396bbd0850816eff4d60292939

Observation 2e10eaef-c85c-4deb-a3a5-37c640526832 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.981244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.981244Z digest=sha256:b7bcf45191007bfa88c7d7e9c8e6daf90b4c504c778120f2bd05d10a4476aabd

Observation 5348783a-5bf4-4d75-9315-d3228329bde6 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.986432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.986432Z digest=sha256:8d5ff56fd19e0c8cdbc13fa024b8c4caac8a34f064b14db1147495c55492179e

Observation 5fadabe6-944f-4bbe-9e48-f26d20fd778b · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:23.991529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.991529Z digest=sha256:adba888039696b8ad047d14e848cd0f231bc2d3eaad990de75806571c17e7a8e

Observation 967c2698-ccb0-4c6b-89ad-4bdd22bc24e7 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 21

Resolution
malformed identifier
no resolver link, observed 2026-08-12T04:46:23.996531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:23.996531Z digest=sha256:f19b1eaeece5c16bf1f40e02961c99f3da26dbb5a98707907597b30c9156b01f

Observation 02591e05-b4a3-4c4a-ae41-101b80233b3b · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:24.002309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.002309Z digest=sha256:f34191dcb7cb0bb3cc8925060167cfacf9ffe58b3f9f6205fa3ca15d493d04f3

Observation 021ef58f-4951-4615-af47-f83d540aa311 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 23

Resolution
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no resolver link, observed 2026-08-12T04:46:24.008377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.008377Z digest=sha256:607be202debd9b0401e446552e3ac2ba487bab3a69191e6962b4df6c62cd9d23

Observation f12b1b1b-314b-4030-8c75-206a5bebb576 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-12T04:46:24.014392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.014392Z digest=sha256:6efda73acc000c92acfdeb933a8c46a4ed0a9cd16c4fd956b9e6a11468f3e129

Observation b7f4e968-ad10-42f8-8d4a-cd3334630858 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 25

Resolution
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no resolver link, observed 2026-08-12T04:46:24.022307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.022307Z digest=sha256:619b4f4dd855fca1efbcd1fac87fd1b815ff653b2b6b971619a684eaef8ba3b3

Observation e6ad137f-16dd-4ef6-ad33-90c2b848a0ba · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-12T04:46:24.028152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.028152Z digest=sha256:c8b957b2b4d17ca6f6d6f1288b9336f28ebd62d1d907ea74c5a20caa09fe659f

Observation 8da0d974-bd5c-4de2-ab5d-965ec7e3e916 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-12T04:46:24.042264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.042264Z digest=sha256:e963daf07c112536d33788ac0dd1869503681ff2ee47a8617b96a33df872a95e

Observation 5c4ef182-25f6-4494-9ba8-04f8a72dd905 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 28

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unresolved
no resolver link, observed 2026-08-12T04:46:24.048771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.048771Z digest=sha256:81e73a7c77f9f296f7e6acdc595b190c91940cf1119791cbca11b9f2e8295327

Observation 86a6f00e-d824-4870-9d30-f71d6f0c4b2b · outbound

This paper cites Mistral 7B.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Mistral 7B

Reference 29

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no resolver link, observed 2026-08-12T04:46:24.053816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.053816Z digest=sha256:007e68fd043b4aabb74f85669db59db8f1edbffc557c91fe4996e6d83efdc6b4

Observation b5a42924-bba5-42f9-9905-8263329c9160 · outbound

This paper cites Low-Parameter Federated Learning with Large Language Models.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Low-Parameter Federated Learning with Large Language Models

Reference 30

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no resolver link, observed 2026-08-12T04:46:24.059805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.059805Z digest=sha256:a2a7828ffdfcc61c9d47a1376c32247764c28fdb1595def48d57f2cb1f3fb259

Observation b0283ca3-8c0c-4162-8d4e-4a698195b47c · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 31

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unresolved
no resolver link, observed 2026-08-12T04:46:24.065778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.065778Z digest=sha256:68293f1d8f9bb6de07b6058a5aaba268bec2c5552bbe12aad4af40339065b7b4

Observation 2140768c-db8a-484a-8e63-5a737ebf6507 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 32

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no resolver link, observed 2026-08-12T04:46:24.071476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.071476Z digest=sha256:8486ed614589b853048482be1a96d9f0b05592522d9c5abc94b9c29cb5c9f20e

Observation ac97e858-4c6d-4c35-bdc1-da927146852a · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-12T04:46:24.079268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.079268Z digest=sha256:7345c9850bc33cd2d00f2b92fa1626bad86ecb2a5551854b8e28afe8d2980557

Observation 17482709-12a4-4e35-a26c-13c349748cbb · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-12T04:46:24.084718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.084718Z digest=sha256:aa903f903ed1d2835b8da50b2eb779c1203254568ccf5be41e1146446602c570

Observation 5afea110-05e6-4b25-bb08-8cc25d963cbd · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 35

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no resolver link, observed 2026-08-12T04:46:24.091894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.091894Z digest=sha256:791b6ff396ef86732ab203be27f7666edc19cd6a26a964ad458f8594117f235c

Observation b62d5132-f33b-41dd-ab4c-7ac568358762 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 36

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unresolved
no resolver link, observed 2026-08-12T04:46:24.098707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.098707Z digest=sha256:018c4f124ead2d83579d4af4d31f7e4093b0367c0e6a0ca0eedbb6b66a3b916f

Observation 862a21f6-e091-49cd-b38a-0f1ab4c88809 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-12T04:46:24.103823Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.103823Z digest=sha256:f509ca05cbfce1b10153b97716e8c7cb0377c73f669271c0f6e658ea96835fe2

Observation 843c1c73-0646-46c4-85f3-5f295fc03f97 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 38

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no resolver link, observed 2026-08-12T04:46:24.112117Z

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source=pdf_text observed=2026-08-12T04:46:24.112117Z digest=sha256:7a6d6d76c7e275a8ee71c637b98b405950a110bf093e33acebb8f659ff917bf5

Observation 8990aa0f-5fe7-48b3-97c2-5178b2e9ce04 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-12T04:46:24.121043Z digest=sha256:6633ceb8ef24b72a0117213c0f961f546a77081f0021fcb6795ab871fc799430

Observation 816abf3d-152a-42ee-8ac1-b620a4eefbcc · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 40

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source=pdf_text observed=2026-08-12T04:46:24.131336Z digest=sha256:a276036412e831ae9c28d90a78006d473c85a26edc5cfbbc1f3248bb0b295e66

Observation 00516440-3334-48f7-a835-367768676fab · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 41

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source=pdf_text observed=2026-08-12T04:46:24.138551Z digest=sha256:d4c9b848aefbb48a10d8225d657e364c0ee02517fb38236ecf89b1d6059f0b1f

Observation 99ee6794-a35d-4324-8c8f-958aa1982329 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-12T04:46:24.145859Z digest=sha256:cea7bf11c0abecee782aabd5b03d2af9f149ac555803908dc61fa3476a993485

Observation 20ba5d17-e251-478c-8a22-f17da63e154a · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-12T04:46:24.151493Z digest=sha256:c75712a98340af575dad1c8c85f070af7371806aa22a5eaca0e13067f79be044

Observation b3697113-dc46-4809-a0e9-cc4502585c4a · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-12T04:46:24.157436Z digest=sha256:0c4246f09680e5ce42fcf4b15e4df89f5dd60a39a9e8620616bebd1d73633c45

Observation 3db4ffbb-3fcc-4c3b-b002-62d381fd7394 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-12T04:46:24.165289Z digest=sha256:c54775d3b93b3316fe8c4d805eed9bcf2dd4aaed02079356ab055a42e9d08b70

Observation 70bc763c-0cc8-4183-aec1-4523ba30a398 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-12T04:46:24.171071Z digest=sha256:c548f44bcffc8795dfdfc872fba2d4e0def8545c316dc787e52067f971e6c451

Observation 179b437d-1c43-43d0-b266-e009b79f8aec · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-12T04:46:24.176726Z digest=sha256:c0f5ee9f8257081b226ab9546ec686db1ccc3458a7bd76d9b7cda22503458a12

Observation 747d871a-a1ab-4711-b23c-817548ad71a9 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-12T04:46:24.182653Z digest=sha256:747fcfee52d92ab14d6b02137385c4a952b914443913308818333077ba89cb5f

Observation 4a3356ea-79ac-4d93-8947-73466256f858 · outbound

This paper cites FedBN: Federated Learning on Non-IID Features via Local Batch Normalization.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

Reference 49

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source=pdf_text observed=2026-08-12T04:46:24.188267Z digest=sha256:925018f9648f6260222899e25cc09f79c4a5fa60f138e996bf26dd496ee153bb

Observation 09509d57-81b9-4148-a6f8-58c97a6cc74a · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-12T04:46:24.194886Z digest=sha256:886529c7a8e73a901369b77bc7b0630f5ed4bb93cc76a45c2d3f32ae9b55b80d

Observation a6786459-7960-49f6-b9c0-6b08bee8a155 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 51

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no resolver link, observed 2026-08-12T04:46:24.200603Z

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source=pdf_text observed=2026-08-12T04:46:24.200603Z digest=sha256:b92e73ac378ecedfbe55b3d5c26a1305a88c830756f3b7b67fd2cd10c8709fe3

Observation 18de59eb-6427-486a-916b-c5365aafca3e · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:26.285720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.206773Z digest=sha256:41427aead6e1ac58d7a89bbf00515260d211e271288af85b71ce6862c61acdcc

Observation a2672ed8-8451-47e6-a009-78affcc87ee9 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 53

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raw_fallback, observed 2026-08-12T04:46:26.266095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.213247Z digest=sha256:03515bae701cf0593f43bc4e2e6007f5f542435d04932b84655fb569eaac3aa8

Observation 933be542-28eb-4151-83f9-bf31bf53ef1d · outbound

This paper cites FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks

Reference 54

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source=pdf_text observed=2026-08-12T04:46:24.222010Z digest=sha256:77ef11adf6516c4705ef804ddcc453c2a887fcd012eca7bdef7dbe3812a477ef

Observation ff03874e-1d04-4617-b4a3-7a00b1ab10a3 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-12T04:46:24.229726Z digest=sha256:debe86a3a7a08f45a825f6f6cb86c1b48ca45954edd76f4f83e7f41b2d570d6b

Observation 7b3bb740-6523-4ffc-a19f-127916458c5d · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:26.239134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.236257Z digest=sha256:3e32148a6f21d49fa2ccc9fe06c30689b2b2f4ead1a6d8a0ca31d9cbf153e924

Observation 6ac4396c-a262-48a3-ad7c-cd08421bac73 · outbound

This paper cites Decoupled Weight Decay Regularization.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Decoupled Weight Decay Regularization

Reference 57

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source=pdf_text observed=2026-08-12T04:46:24.241529Z digest=sha256:bac470638dcba4724196cd88cc8d6df1324b77ecce2ccc48442e8e657af1f613

Observation a359b759-b69e-44e7-9705-df935b64179e · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 58

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no resolver link, observed 2026-08-12T04:46:24.250292Z

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source=pdf_text observed=2026-08-12T04:46:24.250292Z digest=sha256:cd7606572f7f3f83342ae9114a4d1f32a6dd56580ebb14e2c04003cd08913f9b

Observation 3f916895-0546-4384-bf60-3c24fa51705d · outbound

This paper cites WizardCoder: Empowering Code Large Language Models with Evol-Instruct.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair WizardCoder: Empowering Code Large Language Models with Evol-Instruct

Reference 59

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source=pdf_text observed=2026-08-12T04:46:24.255758Z digest=sha256:ae008b5170b483636e15415603205ebbff3300f71e930eb115823bccadc57447

Observation b1c2d8e2-8334-426d-8257-fe65d723f0bd · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:26.209543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.261111Z digest=sha256:3fadd8b2e2a4fe33bc851e14c1f075c40068424f2603c2640acabf76d618417d

Observation 607132d9-43b7-4b06-b5e3-b9574f1e6689 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 61

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raw_fallback, observed 2026-08-12T04:46:26.191750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.266587Z digest=sha256:b56f0fc253de511b1e6cacbe1932674d53d79ef693aa6e18fe67fd55e7d801c1

Observation 02435cff-1216-40c3-a131-1f9b28b059cc · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:26.174800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.272908Z digest=sha256:21e51d1399ed5c8249cbe3181ce7064294311680a98f3a4e4e72f1b602afe440

Observation d03faed9-8d21-4481-9b5e-f2531acdef97 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-12T04:46:24.279397Z digest=sha256:7cc770cbf962e46423523503539b6f473973471f0795f9f99598e9b6c3e9639a

Observation 26a6bc95-9724-43e4-a886-f211c83ce8a7 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 64

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unresolved
raw_fallback, observed 2026-08-12T04:46:26.146076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.285410Z digest=sha256:188eeda91d494d6f4aa366ed6842b354034f922693c6de2f91599728c7f447c8

Observation 2f010a98-456c-4e3a-aa63-d7cc960cf6dc · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 65

Resolution
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raw_fallback, observed 2026-08-12T04:46:26.126410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.290759Z digest=sha256:9bf161b745657a8142f9a019b7eb0bd0b628ace6143e7a6c5f2e26d5938bef95

Observation ce375aa1-12c4-41c5-b758-81ff0ec9a4cd · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 66

Resolution
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raw_fallback, observed 2026-08-12T04:46:26.109011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.296271Z digest=sha256:94738b5c2ca62b2f27d92a891115509acd03af6d34d69aebe62dd377099c9cb6

Observation 48e561f3-a926-441e-8e2a-8ed320739e42 · outbound

This paper cites Enhancing Automated Program Repair through Fine-tuning and Prompt Engineering.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Enhancing Automated Program Repair through Fine-tuning and Prompt Engineering

Reference 67

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source=pdf_text observed=2026-08-12T04:46:24.302775Z digest=sha256:9276e28c1b7c13953fcc0c8c27664292a8ca2d4a40e99d671a0c7a37534b6cb8

Observation 99a4d946-7999-4ca5-bb25-6ab61a2d8475 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 68

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source=pdf_text observed=2026-08-12T04:46:24.308602Z digest=sha256:997f10d59dbb9ea97f3d1b9f97f4a5e3fe639560c6c7832a238ad21db02b020e

Observation f8fdc496-a600-4baa-ac84-1980cf35c2d6 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 69

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unresolved
raw_fallback, observed 2026-08-12T04:46:26.080974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.315181Z digest=sha256:4f344b5f054be9e58f02940b154b4d5ef4a5df99f018b11aea3caa2cf1f95feb

Observation c7c45516-6d98-4ebf-afcb-9201cf7bf903 · outbound

This paper cites Reddi, Zachary Charles, Manzil Zaheer, Zachary Garrett, Keith Rush, Jakub Konečný, Sanjiv Kumar, and Hugh Brendan McMahan.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Reddi, Zachary Charles, Manzil Zaheer, Zachary Garrett, Keith Rush, Jakub Konečný, Sanjiv Kumar, and Hugh Brendan McMahan

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T04:46:26.061769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.320147Z digest=sha256:2c33951f0391aad592d427d3f9fb4c06e46950d58c9b6d1ae63f6eeeb0bcd7fd

Observation 3670dbc3-5bf5-4e68-aa90-e9082430539b · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:26.042891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.326773Z digest=sha256:b72c89b07d8eea84accfe8abe4be6261f6193a9445625334a1ab62393e0b5a86

Observation dac24738-44ca-40ff-aa02-0dedbaff6e79 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Code Llama: Open Foundation Models for Code

Reference 72

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T04:46:24.332029Z digest=sha256:82ce19390f8532b084f1432a8a1802682f498d3a1770143c619fbb17478c65c3

Observation 74af7687-e175-44ef-bdbe-8bfcbf0815f4 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 73

Resolution
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no resolver link, observed 2026-08-12T04:46:24.337136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.337136Z digest=sha256:1e468434ff215ec8d79af9525069d3f7d6893d7bcd94d2afaea74889097f2442

Observation ade39b8a-6fe0-469f-8e6c-aab58a07b71c · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 74

Resolution
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no resolver link, observed 2026-08-12T04:46:24.341833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.341833Z digest=sha256:deca346526453d148e8e45e6e417168edecc4b003bca2f0e0e13442874f0b78e

Observation 1df4a806-77d5-42d4-bfb8-bb28c32adad0 · outbound

This paper cites RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair

Reference 75

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no resolver link, observed 2026-08-12T04:46:24.346643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.346643Z digest=sha256:477b92cbe61e23b35cdef36a9bb5417cd6f87727cedeadb7c80c1b1e5cc5e6ce

Observation d9bbc918-1a20-443f-9ea3-487616ec0399 · outbound

This paper cites FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models

Reference 76

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.351899Z digest=sha256:d94fd92909c9e52426ec2b300dd18834a2490aed8d6509a43cc5a2d2bbf11230

Observation ad952edb-c7ec-426c-93ed-10696d565e3c · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.998882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.357286Z digest=sha256:f453b00c3b20cabfe0683c612fe2949b672cce3fe66297690f403843f86597bb

Observation 64b6875b-1736-4711-b723-3cf52f3749e3 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.981965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.362873Z digest=sha256:69afb9a26d11a31d935ebbcd30ee4c69dfe7c766112a542fd06c95df16664b49

Observation 4b017b53-8b80-43bf-b168-0dd8a61662ed · outbound

This paper cites Personalized Federated Learning with Contextualized Generalization.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Personalized Federated Learning with Contextualized Generalization

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:24.368800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.368800Z digest=sha256:0cd045d203c1faf6c3e8ef77251e7c84a3427c636fa12bb9d2769671bcf712fd

Observation 06d5fd69-e218-4a61-a07a-8c57f73d80f1 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:24.374641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.374641Z digest=sha256:00b55c28be7535dfc46f35ebf95789d00956566d6fa08e99684cc7620c7976d0

Observation be3e8f5b-edcb-4ea5-a196-5650ad71d722 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.950989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.380893Z digest=sha256:0f0498ec5ba6cbc7996776926032c780f7c7febefafb0a026f7d3f6140b438d0

Observation a3aa23a6-d97d-47db-9ab3-6710128590a6 · outbound

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

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:24.386650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.386650Z digest=sha256:24e22c3d9fb68fa4b27674cfbcd40889eed920c1f466156b4921b1628622d908

Observation 23fe050e-c4b7-403f-8f4a-4db50113763d · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.929495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.391923Z digest=sha256:a8e6d1af51d9c9377175d9039648ef31b5b59a689fa71c750c1d7e931ff6e630

Observation 0c5d077c-744d-44db-b26d-5b5029a9a661 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.912731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.397986Z digest=sha256:e82182024b00d8c9007630f3173614a41b31e0f07ae880392da1a30d33b7968b

Observation ac16d328-48f3-4a5a-881d-52d925945202 · outbound

This paper cites Can Public Large Language Models Help Private Cross-device Federated Learning?.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Can Public Large Language Models Help Private Cross-device Federated Learning?

Reference 85

Resolution
verified exact
local_arxiv, observed 2026-08-12T04:46:25.035252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.403345Z digest=sha256:c3ba84e773c3ec3e43797e92a9a4111f3204b41dded3959fe5e0cd55bef98317

Observation 153a0b6a-c99c-4b40-bc16-afa606362499 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 86

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.893601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.408916Z digest=sha256:da01e39c65ee25f2bdb1b685f35e07d53ea23802ee38946399305ebecb230aa4

Observation 11736988-78d2-4bc4-8411-42a1e78fd1b5 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:24.416676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.416676Z digest=sha256:f264f097be25652b6df9e305622ba3748e4a4e3db094a04c6705c391d15c3d43

Observation fd395317-b771-40c0-a6b0-a21dd4d31654 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.855865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.422277Z digest=sha256:4189a44e3b625e39e39e2433423d3026874867d01ee76dd2436db1e738babd6b

Observation 1e3e62f6-3631-4009-9630-930c30e5ee93 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.836506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.427655Z digest=sha256:412390f26249e9c0e21fa0b99fd1c5c3372e3350519aba7f6558c78b07c2d194

Observation 5a6b302d-adea-45d9-8bc6-3ab468dcedd5 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.816792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.433110Z digest=sha256:23b7aa36dcf07cc14b4240fd118ff624a6b7d8fc3dd72274be7b6fe9e23f7426

Observation 2dff79ff-a16a-423d-9c70-6f1677ddbad8 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.798585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.438443Z digest=sha256:404fadea755a351775a61f2c9778a0eaedd27789a2fc320c6e6d71012b17c0af

Observation f207eefb-839a-49a1-b5c9-6c99f7917219 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.780405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.444063Z digest=sha256:db60fa327df7b6fc1a6f4cb120f661715c9d8c7f89b558acb8ecf861140ec7ea

Observation 4e3dbda9-8134-440c-abe3-932819e9d8f5 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 93

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.763612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.450322Z digest=sha256:658a821a5f97d165564623c1214926ee5f492ad54836fdb714b01ac5a6359638

Observation 81878c23-b3b9-4d58-922e-ca00e240df6f · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.746743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.456023Z digest=sha256:df62ff0666d1c4100cb221ec5286f62711191c18712bd42d310f75739b484176

Observation cf1afebc-5bca-4095-91af-f68ac5b1ad26 · outbound

This paper cites Practical Program Repair in the Era of Large Pre-trained Language Models.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Practical Program Repair in the Era of Large Pre-trained Language Models

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:24.466950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.466950Z digest=sha256:dca24e62f8a183ff1e8cba53a2bc767e4f320e0b3acce2fee3b0a9ac59e1fda2

Observation 7abb9475-0acf-4769-b4f7-58812ff79105 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:24.473295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.473295Z digest=sha256:f0cdba98450fc79ade79df3d98f56a7511a156d7934f357348b8698d88092ff7

Observation 9ab99db0-dee7-43e3-af3e-453852519125 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:24.479882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.479882Z digest=sha256:3cdbf3ff211fe48de14aa4519a744f0f8b10fa416c35f3fcd50623f5d644e8fb

Observation 3fe8e78d-0f03-442b-8296-1dded6e2d717 · outbound

This paper cites WizardLM: Empowering large pre-trained language models to follow complex instructions.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair WizardLM: Empowering large pre-trained language models to follow complex instructions

Reference 98

Resolution
unresolved
no resolver link, observed 2026-08-12T04:46:24.486009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:46:24.486009Z digest=sha256:e00351382d88b9ff759e223ef6f2da75c8a904b9382177fc543a45d0f6220907

Observation 7611e121-4e62-474e-8014-e831097eb923 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 99

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.685344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.492579Z digest=sha256:4aa20e4e643f4a31c2a5aec9167e56a9c1814c66c6e79d1e459a63516d338f9c

Observation 39d658cb-3b59-4a50-8354-cb3d0ed4b899 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair Unresolved cited work

Reference 100

Resolution
unresolved
raw_fallback, observed 2026-08-12T04:46:25.660211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T04:46:24.499780Z digest=sha256:76582663e791e547fe0fad9287404af96d3e070481fa0c2bd3129aab2b8ab0c1

Pith citing papers

Observation ba77ba7d-22a7-4bd5-8763-5dad6d5774ec · inbound

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code cites this paper.

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code When Fine-Tuning LLMs Meets Data Privacy: An Empirical Study of Federated Learning in LLM-Based Program Repair

Reference 81

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:26:04.594444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-08T17:37:51.790000Z digest=sha256:313df7e7b472fbbdc833532d6f02b73f035cd85e90ed68ef5321240b9a30b53e