Pith. sign in

Paper Citation Record · LEDGER

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

As of 18 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 8 inbound Pith citation observations for arXiv:2507.22606.

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

pith.paper-citation-record.v1
2507.22606 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:34:12.886850Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T11:52:38.797241Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T20:57:34.446889Z

Reference resolution

22 of 22 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved12
  • parse uncertain3
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d425c2b5-5b98-4497-a13f-ca75618d8f6b · outbound

This paper cites agents": [ 3 { 4.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines agents": [ 3 { 4

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:34:13.481938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.886850Z digest=sha256:fea836bd41c028261d1de0b91b8a6a0bd427f5c8a56b3f93770f3eafe68cf88b

Observation cf5afd5c-70f2-4365-a066-245f28356579 · outbound

This paper cites Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T11:34:11.228261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:34:11.228261Z digest=sha256:2b5129de34b305d983226e69e156ccbbd299976c51ffbd01c5be556dcb14c098

Observation 4c8ec4ae-63e7-416b-9be4-3be3bc54315d · outbound

This paper cites Data Interpreter: An LLM Agent For Data Science.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Data Interpreter: An LLM Agent For Data Science

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T11:34:11.334806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:34:11.334806Z digest=sha256:7d2912259f0dceced9a6752a5e0b5b6f91097f7f3affd6032b956308175f059a

Observation 494b8745-b595-4253-a6aa-4839ea60fa61 · outbound

This paper cites Can open an interface.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Can open an interface

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:34:16.696917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:11.869416Z digest=sha256:70fd14646daa543d2742233332031b753ead1b99df5015abfc9edf661b2546f8

Observation 333ba8b5-b88b-4fbf-a7a6-fb316a9aa02a · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T11:34:11.492584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:34:11.492584Z digest=sha256:7198cae85905482b3f2f457cf4156e4251e87753a81a5730b204dfa05d687766

Observation 7c8105d8-25e3-4015-892a-981cc26b66a2 · outbound

This paper cites EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines EvoAgent: Towards Automatic Multi-Agent Generation via Evolutionary Algorithms

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T11:34:11.652916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:34:11.652916Z digest=sha256:1fd4f089640012af18eb7016273425fbca3d068f04b923329fe56a9bd3e77165

Observation 3595f7dc-7627-4a22-aa40-71ecfba5f486 · outbound

This paper cites an unresolved cited work.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Unresolved cited work

Reference 8

Resolution
parse uncertain
raw_fallback, observed 2026-08-06T11:34:17.089830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:11.736079Z digest=sha256:baaacba9ea4458ff9402d95cc4ab3bb95d58c097474d1297f818b4e65eb53d0a

Observation 453faa21-897f-40f9-a40c-1e221ebf36c0 · outbound

This paper cites an unresolved cited work.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:34:16.295569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:11.944485Z digest=sha256:7a6b49b75b5af8d53c445f05c8b3e8530c2f1e318323ea17e26cde995aa4b6b7

Observation b9cbc8b9-c45f-483f-98ee-9969dc92f4f2 · outbound

This paper cites an unresolved cited work.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Unresolved cited work

Reference 11

Resolution
parse uncertain
raw_fallback, observed 2026-08-06T11:34:15.906907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.029340Z digest=sha256:a3b7ccd8751d74098b156573b0115a5ec800459c93a721786140f67e6127506b

Observation 97bc9646-477d-4ab9-9de2-f2ab891ee545 · outbound

This paper cites Can open an interface.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Can open an interface

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:34:15.525333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.142400Z digest=sha256:6e1d6e3806cfd2c481cf8b1c087563949a1c9b1c4d0d8e655fba11fa70b62fc3

Observation 23e69cb4-1e40-49f1-b863-e5f2a83b5af7 · outbound

This paper cites an unresolved cited work.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:34:15.127859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.222199Z digest=sha256:3546d84ee42771d9a34bdfb9f15efb9e7fe3c4f371d73415865273ca5799f301

Observation adcef80f-b600-4b4b-8535-0910540161d7 · outbound

This paper cites an unresolved cited work.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:34:14.780721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.319676Z digest=sha256:e026f253516b1ce7e5b0eed935bd74862ba6f2120b2713d6e12e059f6b7261b4

Observation 30968fa2-006d-4340-b158-b26c5be27688 · outbound

This paper cites Can open an interface.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Can open an interface

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:34:14.575467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.374198Z digest=sha256:9d98c8af5cdd4fca291eb027a43ad4975a18576b9101c2c7022bae65123ea3c1

Observation 60e9e59c-0dae-4947-912a-e039cba0786a · outbound

This paper cites an unresolved cited work.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:34:14.386905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.450153Z digest=sha256:9807244804ed06ac1e55a98ac64c1207ccfc95569fe0a2d4c7aef61079510bd6

Observation 156c2c8e-24e3-4993-8ddc-b349d0df4bfb · outbound

This paper cites an unresolved cited work.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Unresolved cited work

Reference 17

Resolution
parse uncertain
raw_fallback, observed 2026-08-06T11:34:14.226225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.520540Z digest=sha256:8dfe88252e44302c33a895894933ed6ed9033abaf30129976775962e098b754c

Observation 6a32772c-8a38-4fad-87d4-5e95d69f4c23 · outbound

This paper cites Can open an interface.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Can open an interface

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:34:14.076707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.611131Z digest=sha256:27e3e9f048f53415a3e71ea69cebc46f674233c0d8de1e0cd91927198ffcc92a

Observation 13816538-026a-4520-a54c-cf7b703e6877 · outbound

This paper cites an unresolved cited work.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:34:13.931938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.688057Z digest=sha256:bf7c17b8fd31026279b84fc369667b35adb9b73b8f3958682eecef819a4b1984

Observation fdfae67e-4aed-4457-90b3-7863f6d98006 · outbound

This paper cites an unresolved cited work.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:34:13.793487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.758027Z digest=sha256:367219a1d1a634143083711bd56f2fb820b193c24bb5676db0dfac5305b72292

Observation bc4eea62-35ce-426e-bfd1-152d81225651 · outbound

This paper cites Evaluation Criteria for Software Development Tasks C.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Evaluation Criteria for Software Development Tasks C

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:34:13.626340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:12.817426Z digest=sha256:5c3035f7c1139adc8b97c22ba2f4b04e2fc5383588c3832eb37abde97e568ee7

Observation f10b8bc2-b7b0-43e2-907b-ba817a748d44 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-06T11:34:11.555729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:34:11.555729Z digest=sha256:42b96ec79588789ec3d418643a593e1277401e36b9b6dc39941d516ddb425de5

Observation e5b5a0b3-f867-4d44-8182-8c4620514379 · outbound

This paper cites Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T11:34:11.139875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:34:11.139875Z digest=sha256:2ee0d3bb707562baf9fd88157a31f8a1fa3ea89592a9d4e95b88479cb09167ae

Observation 5fb395d0-f90a-4725-b2c6-fbdacad245aa · outbound

This paper cites URL https: //doi.org/10.1145/568438.568455.

MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines URL https: //doi.org/10.1145/568438.568455

Reference 5700

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T11:34:13.295276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T11:34:11.408312Z digest=sha256:69e837f929b80e057abd6f7b4f040010956a84a085a9969be567725024a16eee

Pith citing papers

Observation f1efe0d7-140a-4a16-8292-f650d77b98bb · inbound

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory cites this paper.

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Reference 79

Resolution
verified exact
arxiv_id, observed 2026-05-14T23:13:16.395962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-05-14T23:13:15.016486Z digest=sha256:e85e1a9afea57b4765f9293677ba617f765fd299bb674d39229055b06a6f8994

Observation b0107123-9b9f-47a5-a613-f6e86e55c362 · inbound

Structure Matters: Evaluating Multi-Agents Orchestration in Generative Therapeutic Chatbots cites this paper.

Structure Matters: Evaluating Multi-Agents Orchestration in Generative Therapeutic Chatbots MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-15T18:00:12.745498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-15T17:59:40.966701Z digest=sha256:7cf9d2ef4d32f0414948cc37a03156d0cf95d8cf9498477be49bedcb9f503594

Observation 2a0a09bb-037a-4731-b08e-cd3217b20948 · inbound

EvoMAS: Learning Execution-Time Workflows for Multi-Agent Systems cites this paper.

EvoMAS: Learning Execution-Time Workflows for Multi-Agent Systems MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:36:34.676683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-12T02:29:55.683565Z digest=sha256:ef83960534384d67fc5277ad19490a0f1933638635094e743da2225744e786e2

Observation 266b2e84-88ac-4f66-b9e6-f7094acde2e0 · inbound

TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems cites this paper.

TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:51:24.419953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-05-12T04:53:54.754878Z digest=sha256:7b6d22c2e23084e4868ac4b42c409baeb6b4d6d7eb839cf4c43fb60fe155d37f

Observation d72ced5a-e759-47c3-975a-0fc9f1223bca · inbound

The Illusion of Multi-Agent Advantage cites this paper.

The Illusion of Multi-Agent Advantage MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Reference 43

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T14:58:33.591023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T06:45:08.810356Z digest=sha256:e1a3b442ead9eae5ca5c096813dbafaa821d08e44fe62849b62ae6ca3c6bb245

Observation d95dc51a-1ab4-412d-a391-418669950e9d · inbound

When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems cites this paper.

When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Reference 73

Resolution
verified exact
local_arxiv, observed 2026-07-10T20:57:34.461963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-07-10T20:55:21.031591Z digest=sha256:fe94cbafad349b03b8811770c27f6662e4f7ded2d361bd4aee65d49666a7e8b1

Observation 48dd5179-f903-48c3-a372-66a6f2ec0c71 · inbound

Trajectory-Aware Retrieval Agents for Temporal Decision- Making cites this paper.

Trajectory-Aware Retrieval Agents for Temporal Decision- Making MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-02T08:18:47.992692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T08:18:47.992692Z digest=sha256:04f0ed57dc7cee710a8c17692e603ab90f805b838632cb0ae33d4643d49c9929

Observation afefd4bc-b631-4e2e-8542-ae60cf21b6a6 · inbound

ProcAgent: An Agentic Framework for Procedural Task Guidance on Edge with Human-in-the-Loop cites this paper.

ProcAgent: An Agentic Framework for Procedural Task Guidance on Edge with Human-in-the-Loop MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-02T11:52:38.797241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T11:52:38.797241Z digest=sha256:03d3f7567a9804eaacf87e0dff435c7b6140e447c08c344dc2e95b827d8301b6