Paper Citation Record · LEDGER

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems

As of 9 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2606.30546.

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

pith.paper-citation-record.v1
2606.30546 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T03:14:38.619889Z

measured 38 of 38 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

38 of 38 outbound references displayed

verified exact9
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b4f6ce77-b2aa-41a9-ac25-a8de2361fa1d · outbound

This paper cites Model Context Protocol (MCP) Specification.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Model Context Protocol (MCP) Specification

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20b73b71-9599-4eca-ada7-7123fb473dad · outbound

This paper cites OpenTelemetry Documentation.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems OpenTelemetry Documentation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70d41ceb-442c-43ec-83dd-b6f2ea7729b8 · outbound

This paper cites LangChain Documentation.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems LangChain Documentation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d6f8db4-ebe0-4490-a9f5-bb5c21a60ec4 · outbound

This paper cites LangSmith: AI Agent & LLM Observability Platform.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems LangSmith: AI Agent & LLM Observability Platform

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c852ffee-32d1-4e44-a4be-5ff5f65083e0 · outbound

This paper cites Ragas Documentation: Evaluate LLM Applications.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Ragas Documentation: Evaluate LLM Applications

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cda4e85f-d13d-4a9a-ac9a-f96b8941e894 · outbound

This paper cites TruLens: Evals and Tracing for Agents.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems TruLens: Evals and Tracing for Agents

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec184c6b-3eee-43f7-8847-12b7ed34ed9e · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 098ee938-4dd4-4b71-ae8d-69ccc5ccd428 · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdca6233-bca9-45b9-a501-483d791e39d8 · outbound

This paper cites Open agent specification (agent spec): A unified representation for ai agents.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Open agent specification (agent spec): A unified representation for ai agents

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-30T03:24:12.536537Z

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.

Observation 1dd87fad-121b-4698-8d42-d2621fdc87f5 · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3260d59-3570-43cc-9cc5-1207997ba3f2 · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd01563e-e082-415f-8af7-f9319287f9b4 · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e9fe7bf-d846-44a5-92e4-3164ddc8d5f7 · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 586db715-94ad-496e-872a-69bb01869f3d · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a1cd215-93b9-47d5-a094-9b1f994713ee · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d780e92a-f1c7-4ad8-883f-dd6c87ec0b0c · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f3603d1-3ed3-4c8e-a467-33668b07420c · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaef6bde-4aeb-4919-a2e2-9250f3e9bea2 · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6082914d-2ad6-4929-a80d-7ebda987e13e · outbound

This paper cites Sentinel Agents for Secure and Trustworthy Agentic AI in Multi-Agent Systems.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Sentinel Agents for Secure and Trustworthy Agentic AI in Multi-Agent Systems

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-06-30T03:24:12.526344Z

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.

Observation 0a763ab4-4a02-4fa1-923a-1d7390d5aa68 · outbound

This paper cites Specification and Evaluation of Multi-Agent LLM Systems -- Prototype and Cybersecurity Applications.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Specification and Evaluation of Multi-Agent LLM Systems -- Prototype and Cybersecurity Applications

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-06-30T03:24:12.546507Z

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.

Observation 7e7acc83-4037-491c-9b8f-2a6340300531 · outbound

This paper cites DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines

Reference 21

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T03:24:12.529018Z

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.

Observation 27a0fbed-4db6-4033-8368-97eb66e4c35e · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9b4fd37-4b22-4255-b2b5-15045d757bef · outbound

This paper cites Holistic Evaluation of Language Models.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Holistic Evaluation of Language Models

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-06-30T03:24:12.531441Z

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.

Observation e4a92fff-ed6f-484c-b88d-9865e77dc45a · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd93462c-e107-4035-9ce6-9b7f28ea3ca9 · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems AgentBench: Evaluating LLMs as Agents

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-06-30T03:24:12.533764Z

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.

Observation ddac40af-24f1-4fdf-b20d-15b142684b4f · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 589fc12d-297c-492e-88c6-19be282b8702 · outbound

This paper cites MAESTRO: Multi-Agent Evaluation Suite for Testing, Reliability, and Observability,.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems MAESTRO: Multi-Agent Evaluation Suite for Testing, Reliability, and Observability,

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T03:24:12.539030Z

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.

Observation b3380b0a-73aa-44c3-b7a9-aff9756ba358 · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd01dd85-4fbd-4e93-a38d-7788b8b22a16 · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e623b77-d0ef-448a-be4d-f0fcee6d881e · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcf143c0-32d0-40ef-b647-8311b54c6281 · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems MemGPT: Towards LLMs as Operating Systems

Reference 31

Resolution: metadata mismatch; local_arxiv, observed 2026-06-30T03:24:12.520755Z

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.

Observation 366df759-84ec-46bb-9485-83010db7413e · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 034a4601-6390-4419-9a5e-df0933034f81 · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-06-30T03:24:12.523307Z

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.

Observation 6dba85f3-8192-42be-b2f8-1a8ded15e0be · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f75138fe-9ede-49e9-8add-c46b8a0efd0e · outbound

This paper cites an unresolved cited work.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-30T03:14:38.619889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24b10ef0-ea91-4099-bb5c-a92872bd9266 · outbound

This paper cites arXiv preprint arXiv:2505.16988 , year=.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems arXiv preprint arXiv:2505.16988 , year=

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-06-30T03:24:12.518138Z

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.

Observation 73ef6521-3e92-495e-a190-e9a0566289e0 · outbound

This paper cites Survey on Evaluation of LLM-based Agents.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems Survey on Evaluation of LLM-based Agents

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-06-30T03:24:12.541339Z

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.

Observation 4fceb272-b46e-48c0-829e-7c6da2ea20d3 · outbound

This paper cites MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents.

MAS-Lab: A Specification-Driven Validation Framework for Reliable Multi-Agent Systems MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-06-30T03:24:12.544089Z

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.

Pith citing papers

No inbound Pith citation observations are available.