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Paper Citation Record · LEDGER

Translating Federated Learning Algorithms in Python into CSP Processes Using ChatGPT

As of 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.117788Z digest=sha256:ed5474927a0c37ce414d13594a07ad8d1cc01b850ff5eadd6bd924b689eb9409

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.122409Z digest=sha256:151f4a5488ca7b4739abdcaa429854d40e1134a5d0fc2de95a66f657b30545d2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.126618Z digest=sha256:a41d96aa656fb8dfff645207d37d2ac35fdbd1685511708cffd11c5ea5c886b9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.134900Z digest=sha256:50e3f3b55e471f58856e2dd339ed168c373f4d3387dcac5c429cc8fab16a9a35

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.138761Z digest=sha256:8931e8c8a7b9d35e382d90c3c9997c30965fecc4c7d0ea8b1750421b0c94624d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.142885Z digest=sha256:dc44dbd78075d434bce9741ac83819a3f2d6c0db2677687ad7350a8d56fe4a5d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.146745Z digest=sha256:050273e2d813ead1ce7c1fb683aa95b49af81034ee0606f2a58dac49fbe6cd23

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.150861Z digest=sha256:bb2205114502511aaca0b2e1e369a487dbd7ac32d99213510e941efbd72bd6e0

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:e4ab00b5b059668c6d136fa7be41973d644d2002a35be8624bf925de644c06ca

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:c58a15a6c7f3da77c32003162bc05e45c11cdc61bf67c670324c282074733e61

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=sha256:2580d3b49bbf1dd07a5e26531db932d52e95a262f7c4d4d71b4d9c216684661c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.167237Z digest=sha256:aca204fa3af43ae4488fd47bd7584e09622c6b03acfac95159c39f58955a296e

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=sha256:17328bece115f976bdffcb25fe35ed41183810ded7ced4c4b39cc756c62f897e

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:dfeaa817abdac30dea49515216e5fe846fdbabca7d68ff8616d8229bdabbbef9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:46:23.130471Z digest=sha256:456ab121ebc4ab9862ffcfbb7a6aed6a55220510c7b439ea8aeabf92c458692a

Pith citing papers

No inbound Pith citation observations are available.