Paper Citation Record · LEDGER

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols

As of 14 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2507.00378.

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

pith.paper-citation-record.v1
2507.00378 v2

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:24:01.826050Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

43 of 43 outbound references displayed

verified exact0
verified fuzzy27
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 896f11bf-dd22-42a7-a091-673d0875ca13 · outbound

This paper cites Llmif: Augmented large language model for fuzzing iot devices,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Llmif: Augmented large language model for fuzzing iot devices,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:10.081429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c939e701-d406-4c6c-9651-8d0ac2376210 · outbound

This paper cites Autodroid: Llm-powered task automation in android,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Autodroid: Llm-powered task automation in android,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:09.760350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2cbafb4b-33e7-4529-8ad8-927f3620c854 · outbound

This paper cites AutoDroid-V2: Boosting SLM-based GUI Agents via Code Generation.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols AutoDroid-V2: Boosting SLM-based GUI Agents via Code Generation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T21:23:57.528750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 970371ef-6cc3-4577-803e-90e5baf398f9 · outbound

This paper cites (2024) Rsocket.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols (2024) Rsocket

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:09.437376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f52c37c0-ae22-4ada-9ca2-84e36a97dec4 · outbound

This paper cites (2025) rsocket-py.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols (2025) rsocket-py

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:09.094632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f5ecb336-5de7-4bfc-88e1-5694f33e85da · outbound

This paper cites Blind software- assisted conformance and security assessment of fido2/webauthn imple- mentations.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Blind software- assisted conformance and security assessment of fido2/webauthn imple- mentations

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:08.779814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 92ed0f8a-c552-4d46-998e-284cc401951b · outbound

This paper cites An llm agent for functional bug detection in network protocols,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols An llm agent for functional bug detection in network protocols,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T21:23:57.880767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c3ae38b-ef27-4011-932e-d95d289c041e · outbound

This paper cites Rfc 7252: The constrained application protocol (coap),.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Rfc 7252: The constrained application protocol (coap),

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:08.461476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7f36af41-2068-4526-8466-f1fedc59dfd8 · outbound

This paper cites an unresolved cited work.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:24:08.169315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation eb28f81a-b653-4bae-8a23-99c2d973f6fb · outbound

This paper cites Automated software test data generation with generative adversarial networks,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Automated software test data generation with generative adversarial networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:07.895052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b78793b6-e14c-4cea-824c-b84115357b95 · outbound

This paper cites (2025) gpt-o3-pro.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols (2025) gpt-o3-pro

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:07.551419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 277a5fc8-324b-4b32-8c11-95590c27033e · outbound

This paper cites GPT-4o System Card.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols GPT-4o System Card

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T21:23:58.279467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58aed50c-14a9-46a4-b077-59b908507403 · outbound

This paper cites (2025) deepseek-r1.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols (2025) deepseek-r1

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:07.270615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 48d04bf3-2a9a-4be9-bc34-a58630a789ca · outbound

This paper cites (2025) deepseek-v3.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols (2025) deepseek-v3

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:07.029838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1c2acec3-319a-4a74-81ed-4c66a187a45f · outbound

This paper cites (2025) claude-opus-4.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols (2025) claude-opus-4

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:06.731688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3404d728-0649-4e2d-9c7c-b0267e879ccb · outbound

This paper cites (2025) Gemini-2.5-pro.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols (2025) Gemini-2.5-pro

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:06.529331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6d3e9f10-ffb8-4b35-914c-5b84783f12d3 · outbound

This paper cites Qwen2.5-Coder Technical Report.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Qwen2.5-Coder Technical Report

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T21:23:58.683379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65a12cb7-0a40-483d-a5ec-b7e783d5d35b · outbound

This paper cites (2024) text-embedding-3-large.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols (2024) text-embedding-3-large

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:06.238647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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

This paper cites AutoIOT: LLM-Driven Automated Natural Language Programming for AIoT Applications.

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.

Observation d456e135-2800-4c56-a0f5-32ba68a8c293 · outbound

This paper cites Critic method,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Critic method,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:05.936510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ea8a729d-009c-41dc-8588-8853204906c2 · outbound

This paper cites DeepSeek-V3 Technical Report.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols DeepSeek-V3 Technical Report

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T21:23:59.066966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00cf5e9d-bcf0-4f76-a23b-932839dc0902 · outbound

This paper cites (2025) aiocoap.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols (2025) aiocoap

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:05.662309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7ab86040-7208-43fd-8699-560a299963c0 · outbound

This paper cites An introduction to the testing and test control notation (ttcn-3),.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols An introduction to the testing and test control notation (ttcn-3),

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:05.419614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cef53575-c616-4144-9e46-22925e3b85c3 · outbound

This paper cites Scapy-a powerful interactive packet manipulation program,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Scapy-a powerful interactive packet manipulation program,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:05.135979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1e1f9182-caa9-4188-93fb-c09b81706170 · outbound

This paper cites boofuzz documentation,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols boofuzz documentation,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:04.856368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c05f8079-4f67-4cad-9381-c5eaa02c4b1d · outbound

This paper cites Fairfuzz: A targeted mutation strategy for increasing greybox fuzz testing coverage,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Fairfuzz: A targeted mutation strategy for increasing greybox fuzz testing coverage,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:04.565586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 978138ae-da64-457c-96fd-fe99f33c8321 · outbound

This paper cites T-fuzz: fuzzing by program transformation,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols T-fuzz: fuzzing by program transformation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:04.288541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5fc26a0a-944d-4610-8f5b-cf17481ee0b4 · outbound

This paper cites Online machine learning for intrusion detection in electric vehicle charging systems,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Online machine learning for intrusion detection in electric vehicle charging systems,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:03.967166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 80400466-1dad-4ff5-9a0b-0679adaf274e · outbound

This paper cites Using large language models to generate junit tests: An empirical study,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Using large language models to generate junit tests: An empirical study,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:03.737520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 60ab08d5-2cbe-4afb-b600-f42d073c9758 · outbound

This paper cites An initial investigation of chatgpt unit test generation capability,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols An initial investigation of chatgpt unit test generation capability,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:03.421448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 26e1cf81-7295-4730-b45f-fbd1a5a3bcac · outbound

This paper cites PentestGPT: An LLM-empowered Automatic Penetration Testing Tool.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols PentestGPT: An LLM-empowered Automatic Penetration Testing Tool

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T21:23:59.957593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2865e4d6-82b4-44d3-9af9-597c7da9d3b5 · outbound

This paper cites LLM As DBA.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols LLM As DBA

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T21:24:00.036913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 997e4a99-9b4b-45f9-9098-17f4e6452ee6 · outbound

This paper cites Mind2web: Towards a generalist agent for the web,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Mind2web: Towards a generalist agent for the web,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:03.112141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation eaa81f86-a20b-4987-9cb5-02c41792e8d1 · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols WebGPT: Browser-assisted question-answering with human feedback

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T21:24:00.364434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 052562ac-4da8-4e11-98f6-b888239dd9b3 · outbound

This paper cites Weinfer: Unleashing the power of we- bgpu on llm inference in web browsers,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Weinfer: Unleashing the power of we- bgpu on llm inference in web browsers,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:02.832443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d3bf7ea5-028b-4de3-bc7f-51cfecd46a76 · outbound

This paper cites Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T21:24:00.700167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63076185-c02d-4914-bc5b-1cfd7d711350 · outbound

This paper cites Generative ai service implementation using llm application architecture: based on rag model and langchain framework,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Generative ai service implementation using llm application architecture: based on rag model and langchain framework,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:02.566219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 65e2a1ca-a7ad-46bd-ba27-5cae87301717 · outbound

This paper cites Rag in health care: a novel framework for improving communication and decision-making by addressing llm limitations,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Rag in health care: a novel framework for improving communication and decision-making by addressing llm limitations,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T21:24:01.003145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96b23cf6-6697-420b-bf11-570f5286e24e · outbound

This paper cites Llama-reviewer: Advancing code review automation with large language models through parameter- efficient fine-tuning,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Llama-reviewer: Advancing code review automation with large language models through parameter- efficient fine-tuning,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T21:24:01.168368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07fca0a6-3903-4d6b-9ec6-59dbe0db9b46 · outbound

This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:24:02.311337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e49f9668-bc4a-4097-8e75-aa3c8ce07ba1 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T21:24:01.483529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40b6d44a-83a0-4cfb-980a-8e9ccb8c9d84 · outbound

This paper cites React: Synergizing reasoning and acting in language models,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols React: Synergizing reasoning and acting in language models,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T21:24:01.637900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d937b92-cf2a-44c1-bd60-924d1055e38f · outbound

This paper cites Reflex- ion: Language agents with verbal reinforcement learning,.

iPanda: An LLM-based Agent for Automated Conformance Testing of Communication Protocols Reflex- ion: Language agents with verbal reinforcement learning,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T21:24:01.826050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.