Paper Citation Record · LEDGER

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study

As of 15 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2412.15676.

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

pith.paper-citation-record.v1
2412.15676 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:16:14.047995Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:32:25.960437Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy1
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

Observation 6b266838-11f5-478f-a66f-dffbe1f8b325 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.665744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 532915bd-2068-48f1-96b1-49cec353bf2f · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.650436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c93f6594-260b-4400-a771-f76aec28fd3b · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.635430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d9082ab5-581f-47e5-8ce1-7db178fecb19 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.619044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fdd90def-76f8-45f3-9a84-277ebd8a4067 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.604737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 64c682a2-5a2b-4026-a9cc-139aa0052299 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.590185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cdbe3d9e-7713-4e9d-9e3e-074774f3a488 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.575519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d5994178-b40f-43ac-a915-3b14682613d3 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.560821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bb3269f4-177f-455d-ad30-a629a5956150 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:13.895233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63ae48cd-c696-4651-9d47-8d8037360da0 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.536688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e1bf80aa-d42c-4544-80bb-0efc93a8282c · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.522345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f6ac04bb-5f34-4ae0-8efb-b3d41264e1c5 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.507821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ebcab7f9-4578-485c-b1ad-3a983b16118b · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:13.912196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc19b50-ab30-4548-993a-b9f68298939b · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.483656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1aa65dc1-0b1c-4434-93b1-5d1ade8f6e1d · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.467129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c39f6030-d302-44e2-a928-424d41aefe5a · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study On the Convergence of FedAvg on Non-IID Data

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:13.930660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3e11bf6-0105-44fa-b272-0d1805aedd31 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.452555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d98bf790-0e3e-45d8-b0d7-d05a0b182df7 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.438171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e938250d-a443-4957-81eb-18bf6ebef7cc · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.423838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 516653f7-6639-4d13-8970-bdbb762c629e · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.409786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 700e01f1-d76f-467c-b336-ba26ae264a4f · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:13.954573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f96582a3-261c-4066-bacb-23a65696f02d · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.385265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bbedb962-94b4-44d2-a229-662d7a02170a · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:13.964724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48b897dd-848e-4508-be34-0be14152badb · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:13.968868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08776329-6366-447e-9802-908f137b62b4 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.352931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9ca9277a-0bee-48ca-958d-3237ca2b32a6 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:13.977262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfe93640-9510-4339-b4e0-f3d3e6492b23 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.327604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 06cab47d-72c3-4b38-bbae-ea9eb48299fd · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.313308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0c152e2e-1be8-456a-8681-1670f2f0960c · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.299020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a4b711d1-c58f-4d4b-a393-102c8f4ee263 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.284159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1d726780-489b-40e5-b597-794d24108dc2 · outbound

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

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:14.000072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2081891b-2eba-4feb-9fe0-20b855411a24 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.270337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 85f21f55-182b-46be-abb0-0ce436a0b806 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:14.008576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc095083-e1ac-469d-8711-b93584cbea30 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.231400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 35a57ddb-827a-4e57-bdff-a50eda0d54a6 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.217311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5d6bcbe5-413e-4aba-94b0-0a1b1767ce80 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.203012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2a34e8f7-b4dc-4ea6-8360-a1785ca6e831 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.187046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8ae08571-4b4e-49ee-9a2d-fe093efa45c4 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.172604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 03e98094-4699-4392-9407-fbb4b7c934c3 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.158231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 32db29c2-b6a9-49d5-86a0-81a88b0b853e · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.142659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3ce322e7-4ba4-4149-a194-28880451c9e9 · outbound

This paper cites an unresolved cited work.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T11:16:14.128327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f6372c0b-990b-469f-83ff-f4f449c68dd5 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study LoRA: Low-Rank Adaptation of Large Language Models

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-11T11:16:13.916887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0a53d8a-f3b5-42d4-b3f5-b70aa9df49d4 · outbound

This paper cites In Proceedings of the 44th international conference on software engineering.

Code Review Automation Via Multi-task Federated LLM -- An Empirical Study In Proceedings of the 44th international conference on software engineering

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:16:14.247247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation a86546a4-f2f6-4713-94b6-00b66bff658a · inbound

SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation cites this paper.

SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation Code Review Automation Via Multi-task Federated LLM -- An Empirical Study

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T12:32:25.955723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a356ad8-3370-4aee-81da-f1f7bbede081 · inbound

SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation cites this paper.

SWR-Bench: Assessing LLM Performance in Real-World Code Review Comment Generation Code Review Automation Via Multi-task Federated LLM -- An Empirical Study

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T12:32:26.571347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.