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Paper Citation Record · LEDGER

AutoIOT: LLM-Driven Automated Natural Language Programming for AIoT Applications

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2503.05346.

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

pith.paper-citation-record.v1
2503.05346 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:13:56.306740Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T00:41:23.956737Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 39b15b7f-dad8-4bb8-9af6-c509e61dd040 · inbound

From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications cites this paper.

From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications AutoIOT: LLM-Driven Automated Natural Language Programming for AIoT Applications

Reference 123

Resolution
unresolved
no resolver link, observed 2026-08-07T13:13:56.306740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:13:56.306740Z digest=sha256:81f511890dc2003cf7c337c510801b089d88fa87a0d42429b96ecf86f035b2bf

Observation 7c2210dc-44c8-4272-8c3f-670819f76dae · inbound

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols cites this paper.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols AutoIOT: LLM-Driven Automated Natural Language Programming for AIoT Applications

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T21:23:58.880686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:23:58.880686Z digest=sha256:0314b82393b26b34aa6742c8f4d22ff678c8dd8156976cdd3cfa4e32af246030

Observation 57eb1164-b31a-4f85-899d-a4f80108c1e6 · inbound

ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems in the Wild cites this paper.

ProAgent: Harnessing On-Demand Sensory Contexts for Proactive LLM Agent Systems in the Wild AutoIOT: LLM-Driven Automated Natural Language Programming for AIoT Applications

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-17T00:41:23.958657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-17T00:38:54.001341Z digest=sha256:adfb8fe61d9e4fda2bee556b2ea3ff4f140b581baa22d2622f6f7d146d4aee68