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Paper Citation Record · LEDGER

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT

As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2506.07173.

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

pith.paper-citation-record.v1
2506.07173 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:46:23.174445Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

  • verified exact6
  • verified fuzzy3
  • unresolved4
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5b5f57c6-884c-4531-a15a-fc04f385e94f · outbound

This paper cites Accessed: 10.01.2025 [Online].

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT Accessed: 10.01.2025 [Online]

Reference 1

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T05:46:23.513987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.117788Z digest=sha256:4391cca815a27261c10e9a36c8f1fe393ee0c0193131fbd68b1bb56e352d10a0

Observation 7afd3ce0-4774-4129-a381-48424a5c808d · outbound

This paper cites A Simple Python Testbed for Federated Learning Algorithms,.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT A Simple Python Testbed for Federated Learning Algorithms,

Reference 2

Resolution
verified exact
raw_fallback, observed 2026-08-07T05:46:23.462927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.122409Z digest=sha256:ec09cd5e4c19a197e4cd80d9748a71b64e77ccee029b925beb162c7f6c065a18

Observation 73c4fc87-9d68-467f-8fb6-e9dc35c26121 · outbound

This paper cites A Federated Learning Algorithms Development Paradigm,.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT A Federated Learning Algorithms Development Paradigm,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:23.501355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.126618Z digest=sha256:b1b0155318df3e38df9c7aaa8096b3257e7978dc2c24104a90a7d454b07d3566

Observation 169f420c-706a-4119-8d91-2f932138c6b8 · outbound

This paper cites Developing Elementary Federated Learning Algorithms Leveraging the ChatGPT,.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT Developing Elementary Federated Learning Algorithms Leveraging the ChatGPT,

Reference 4

Resolution
verified exact
raw_fallback, observed 2026-08-07T05:46:23.387949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.134900Z digest=sha256:384c69ad75ae8920f04ccf7a1afac50d7666313e0290b53ed254c85751933219

Observation 739d80d2-d4b8-4680-b544-616f753757e7 · outbound

This paper cites PTB-FLA Development Paradigm Adaptation for ChatGPT,.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT PTB-FLA Development Paradigm Adaptation for ChatGPT,

Reference 5

Resolution
verified exact
doi, observed 2026-08-07T05:46:23.241060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.138761Z digest=sha256:e67af9270a101333a587bf0853ade9033cafdc86f8f062a1efb934666e7c39a8

Observation 04b39c73-822a-48f4-9167-ad14a5d82ede · outbound

This paper cites Correct orchestration of Federated Learning generic algorithms: formalisation and verification in CSP,.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT Correct orchestration of Federated Learning generic algorithms: formalisation and verification in CSP,

Reference 6

Resolution
verified exact
doi, observed 2026-08-07T05:46:23.228886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.142885Z digest=sha256:b570155d455d3715173687705bcedc6f3241703c8204b77668065d51b4ac6298

Observation 91821df7-f058-481b-94f0-645856e482a4 · outbound

This paper cites Correct orchestration of Federated Learning generic algorithms: Python translation t o CSP and verification by PAT,.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT Correct orchestration of Federated Learning generic algorithms: Python translation t o CSP and verification by PAT,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:23.489045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.146745Z digest=sha256:1db9cc199bed9e8d6e2ad89c44cd7a9fd2ccf6290d6430e29033f0e8f3d6bead

Observation 516788ab-c452-4d1c-9a0f-dd8cf55856a7 · outbound

This paper cites Accessed: 20.01.2025 [Online].

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT Accessed: 20.01.2025 [Online]

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:46:23.475387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.150861Z digest=sha256:2e7b1dbac4ec6a1d469a295d34b71737e0e251dd2f2a6d88a0fe119636bc88c8

Observation 4fb0943b-35eb-4cdd-98ee-aed3abef4a9c · outbound

This paper cites GPT-4 Technical Report.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT GPT-4 Technical Report

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T05:46:23.154422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:46:23.154422Z digest=sha256:d2577b4c5032d9e073f91ee491e50f2eaedda4fbc9269f386ac02dacb8233f2f

Observation 3e4f8e3b-3c20-4fff-aebf-a1a49bd5800d · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T05:46:23.158238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:46:23.158238Z digest=sha256:328447937471fa82f72707d730d01bd1f15a4a85cd3bd61ae7b31495b35c2ce9

Observation cd399fce-1169-4ed2-b430-f464c7d01c67 · outbound

This paper cites HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T05:46:23.162426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:46:23.162426Z digest=sha256:34a382ba9b1f7cc9d95b7b6fd0536a4153aff03f9b2a1ea09a17c0e2a5fe8d64

Observation 18899586-c5a4-4ccc-b94c-45b97b69ca57 · outbound

This paper cites Large Language Models Empowered Autonomous Edge AI for Connected Intelligence,.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT Large Language Models Empowered Autonomous Edge AI for Connected Intelligence,

Reference 12

Resolution
verified exact
doi, observed 2026-08-07T05:46:23.215989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.167237Z digest=sha256:8b17afef20aba8fb2255094978014ddda0a92fe95403631a7bf7eaa8e51c5b27

Observation 3c75b1f0-fba9-4728-a2f3-b3a2d1891511 · outbound

This paper cites PAT: Towards Flexible Verification under Fairness ,.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT PAT: Towards Flexible Verification under Fairness ,

Reference 13

Resolution
malformed identifier
no resolver link, observed 2026-08-07T05:46:23.170987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:46:23.170987Z digest=sha256:0117e1eaa202c4c88164527482193b38ebad0b2645316ebdbbfbb830fcb4d43f

Observation 2825dfa6-30fb-435b-8a80-e3c621736937 · outbound

This paper cites IterGen: Iterative Semantic-aware Structured LLM Generation with Backtracking.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT IterGen: Iterative Semantic-aware Structured LLM Generation with Backtracking

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T05:46:23.174445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:46:23.174445Z digest=sha256:3176a35eb6311a916c66f305353150618c47ff702dda45224ba4ad2e3b2f6af9

Observation ee24cd6f-2a52-4560-8219-8ceadb3d8c6d · outbound

This paper cites an unresolved cited work.

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT Unresolved cited work

Reference 2024

Resolution
verified exact
doi, observed 2026-08-07T05:46:23.252969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:46:23.130471Z digest=sha256:412caa9e56237231a42502a0bf88cd080a2d3fef7cce5e0b8adf3c27df66533b

Pith citing papers

No inbound Pith citation observations are available.