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Paper Citation Record · LEDGER

Scaling Behavior of Single LLM-Driven Multi-Agent Systems

As of 19 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2606.00655.

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

pith.paper-citation-record.v1
2606.00655 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T18:11:51.416335Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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 exact1
  • verified fuzzy0
  • unresolved39
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 587554df-fcd3-4750-a04e-e335dea7c128 · outbound

This paper cites 2024 , howpublished =.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , howpublished =

Reference 1

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no resolver link, observed 2026-06-28T18:11:51.416335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:5f71ad8d663628969c7db1843ed6bad20de0e780afc51a2fda7587f36c362116

Observation fc2fe9b5-52c8-4a91-91a0-6884cc1991db · outbound

This paper cites 2024 , journal =.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , journal =

Reference 2

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:c3c061f587e870a25883741da67de483835432945252d33572e5827855758cf2

Observation d9c42ebc-ee51-468f-80cc-039e05a8bf5a · outbound

This paper cites Proceedings of the International Conference on Learning Representations (ICLR) , year=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Proceedings of the International Conference on Learning Representations (ICLR) , year=

Reference 3

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:ac35547967eb527fa3c3ce941ff234dfc8808edfb60b60eef5297888d082d18f

Observation 56bfebd7-9a1c-4739-905d-150678fd308d · outbound

This paper cites Proceedings of the Association for Computational Linguistics (ACL) , year=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Proceedings of the Association for Computational Linguistics (ACL) , year=

Reference 4

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:34c80d336903c4924fb83081087dbb944ce000a0e540dc79dc0556e2cb11ce67

Observation afe16f23-7b46-4ed9-a649-e6820512dc8c · outbound

This paper cites 2025 , howpublished=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2025 , howpublished=

Reference 5

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:0fa232d8c2460f59a0265abb6f35a8d9e0480f3f461d0451a12af7ecb2dc0a7c

Observation 9946937e-3930-499f-8c1c-b29c03424def · outbound

This paper cites Advances in Neural Information Processing Systems 35 (NeurIPS 2022) , year=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Advances in Neural Information Processing Systems 35 (NeurIPS 2022) , year=

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:e17d065265ed8ba8a523a3177d13d4e66dc0bd68f089d2ba2f1c1e47805f6efb

Observation f5a4dc84-c84b-4d81-80d2-db33c555f698 · outbound

This paper cites Advances in Neural Information Processing Systems 36 (NeurIPS 2023) , year=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Advances in Neural Information Processing Systems 36 (NeurIPS 2023) , year=

Reference 7

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no resolver link, observed 2026-06-28T18:11:51.416335Z

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:763a3a88dce958ce30883e4f1f209221820037e81d3e02160439dde01311888a

Observation 0ea64d38-c0f8-48ad-85ca-abf00b8eec54 · outbound

This paper cites 2023 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2023 , eprint=

Reference 8

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no resolver link, observed 2026-06-28T18:11:51.416335Z

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:7d7093f8be51fbd759c8d2873a0a80b6abdfa2509af7f67448b5271fd1c5c1fb

Observation ae233d4d-15ef-4d2c-b0b4-91b0ca6a9bc0 · outbound

This paper cites 2023 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2023 , eprint=

Reference 9

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:0988ef9bed8fbd4f97f1ed7386abf2014c0aaa15b9f04908982df75b82a10677

Observation 710fd8ba-b38c-4d48-9134-489d7e7ca027 · outbound

This paper cites 2023 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2023 , eprint=

Reference 10

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:cae289fa9078269eb0fcd03397e73418083dbacde131266acf9bc60586b16132

Observation c1e045bd-57b2-49e2-89a0-4775e25ac363 · outbound

This paper cites 2023 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2023 , eprint=

Reference 11

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:796bef6995abdcbf8698fc0f7062d5bddc5e872dc8bdcfe2023c7df7fb7fbe38

Observation 0693665d-8933-45c6-a6e9-44e5c3f595db · outbound

This paper cites 2023 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2023 , eprint=

Reference 12

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no resolver link, observed 2026-06-28T18:11:51.416335Z

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:f2c0869931056636f5e4a900584b8625588e51f68d59226b911078a41c314df4

Observation a083826c-c814-4867-88c9-e4643c026378 · outbound

This paper cites 2023 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2023 , eprint=

Reference 13

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no resolver link, observed 2026-06-28T18:11:51.416335Z

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:32dc5227c67b639ec73d987840149e6982ea96ad8e62117a43856d7c97c8b202

Observation 40a08fbd-37a7-4be9-a7a4-9236ffd1dc87 · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 14

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:30bde0bd0573477e9eef0ded23fa6e819c8b796dd2f56accb1040db877f99655

Observation 77f875d8-7f9f-4665-a643-6ec08171f642 · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 15

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:07e27dbf61ab46257cb31e732f5c2345e009c8cda69643d6b526dfa188911f20

Observation d643280d-1b5e-4fc7-9669-db99d14605b1 · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 16

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:8d08e558446abcebf0169dd04f3e9f0ad4e86de1866c7432ac59af7d4dacef32

Observation 27bdcb2c-6c55-4414-949a-f29341bb999d · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 17

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:52282b193d31d0ba9b347b37a52977077c674b6ff6233353fabbe66f7efa42fb

Observation b76c974c-55ff-4ab5-af59-9f680423e94f · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 18

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no resolver link, observed 2026-06-28T18:11:51.416335Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:47168f4645ba48f20bbeab2e95d3ba03ea0cb6df66d30461afe4879273e124c1

Observation f5652382-5a50-4eca-80f6-6fff4b3027f7 · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 19

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no resolver link, observed 2026-06-28T18:11:51.416335Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:f85ed7beeb535ad43454e3becdb487810ddc7046f6c138b03e06778c01c839b8

Observation 4477f18d-7d32-4e86-8246-25c75dd08035 · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 20

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:916f9e0fcd3498530c0b3404bb9df07fea572e6632e4cbbaad2109586ffb32f0

Observation 8bb95cec-2c32-4bce-ac8c-bafefa9aa00d · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 21

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no resolver link, observed 2026-06-28T18:11:51.416335Z

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:6f0798eee281e1b75e8b190cb2a2dde34e984386749f9723172435e197c4241b

Observation 05b00c7c-ef29-4238-b4ca-c6a40aa3d725 · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 22

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:7abcb094c10e963ccd52867a638d77ec08d94354c9cee6c15fa6966adca0c6a2

Observation e393e0eb-97e6-47c1-ba5a-e8523f0c4a16 · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 23

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:05b99d32f43321eb7442e6c225f2b0f6b3f321363ba1664e340f5e0f03a78f8f

Observation 7c206c0c-e378-4038-85e0-cb0ff21b2d4e · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 24

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:d92ae75b9fcf42d57d483198e111fcb9c3e391b94842a7d8617ff31043f5b587

Observation 7ac17b2f-17b5-4034-8d36-f995a31a082f · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 25

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:ff8924c6c11f080d75f9e933608cf743077903291ba213475ce4819da9c017ea

Observation ceb34f01-c3ee-42d8-802f-34fb9a3fb2d6 · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 26

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:db00d7c249e8c0afffffaecc64f3eb6d5d503157822f6e0d21ebb1d6dd397650

Observation bf25dd6f-ac59-4130-9aed-4e7fc0744133 · outbound

This paper cites 2024 , eprint=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , eprint=

Reference 27

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no resolver link, observed 2026-06-28T18:11:51.416335Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:1f15b5504bbba54b89562ddc2354480399e7780a0a08a9f8a22d4723dbe87820

Observation fb4943f5-f86e-454f-96fd-903fe9e9eee4 · outbound

This paper cites Red-Teaming.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Red-Teaming

Reference 28

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no resolver link, observed 2026-06-28T18:11:51.416335Z

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:7c1cac9b0068d84e550a1386a0df635f70c65922a7d8bf0a81f738b06ad48d85

Observation 25bbc1b5-5532-48b4-91a5-7adad21ea819 · outbound

This paper cites Large Language Model Agent: A Survey on Methodology, Applications and Challenges.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Reference 29

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metadata mismatch
local_arxiv, observed 2026-07-01T20:36:12.446399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:0399ce9cec81ea58beab769f94bfefe622b665da5a0f4c65fe939f5d27c1ed77

Observation 3733509c-eacc-4880-8e81-24a3b0ba5abf · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems International Conference on Learning Representations (ICLR) , year=

Reference 30

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:9cf28926151aba43e8664e53d5bd492315c5a9d400f5b344b0c0644fbd08cafa

Observation 1379b925-8455-4fb6-9584-ec1741f424b1 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Training Verifiers to Solve Math Word Problems

Reference 31

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metadata mismatch
local_arxiv, observed 2026-07-01T20:36:12.451999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:2bc45820d23b10b7f42ecabb87a5e0b71c35439014156949a1056310c50f0315

Observation 0c9f25ce-e5c3-403b-ab4c-7b4017e60635 · outbound

This paper cites Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track , year=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track , year=

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:adc2679d11d4258db5c5c2800ee5500a9c5f15d672a1cf8635426fbf290006c7

Observation d49f2023-9fd9-4e30-a1bf-39a18b4cc398 · outbound

This paper cites 2024 , howpublished=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2024 , howpublished=

Reference 33

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no resolver link, observed 2026-06-28T18:11:51.416335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:c3db02235404a0a6c24a2af458006cecc843111b69b624754513eb27813f8d01

Observation b8aabfd6-57e3-48dc-95ec-76ee3bc8a005 · outbound

This paper cites The Eleventh International Conference on Learning Representations (ICLR 2023) , year=.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems The Eleventh International Conference on Learning Representations (ICLR 2023) , year=

Reference 34

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no resolver link, observed 2026-06-28T18:11:51.416335Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:41941a6891ee11ac8a1418031e672467bee4696528abc3e2dab55045777ae04d

Observation 9e0ae1a7-eb2f-42d4-85fd-1267f96a9837 · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 35

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metadata mismatch
local_arxiv, observed 2026-07-01T20:36:12.449502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:dc05d82be6bb791791bb55774ac2255bee0703323c0493b0caa6b4330d24b4ac

Observation a4171943-5c38-41d1-a4a5-2360f9d2869c · outbound

This paper cites AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems AgentGroupChat-V2: Divide-and-Conquer Is What LLM-Based Multi-Agent System Need

Reference 36

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verified exact
arxiv_id, observed 2026-07-01T20:36:12.454969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:0ee1504bfe708b1b726cc09d1694769fedec18a2b833f7577e67071883017838

Observation 82e22041-7a19-40bf-ac58-37b4407c85f9 · outbound

This paper cites an unresolved cited work.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Unresolved cited work

Reference 37

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no resolver link, observed 2026-06-28T18:11:51.416335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:8ca51962c46bc4d0853753e1dfb482287292c1538a6324508d486ba2b92eed5a

Observation 13dbc311-4a3b-48c5-84b6-479f10ef7c8a · outbound

This paper cites Group size effects and collective misalignment in.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Group size effects and collective misalignment in

Reference 38

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:6de439e745c493b674807f8c81de0a6543076af360fb7341cbb427fc23244658

Observation b3dc9dfd-5e23-43b7-80e4-eabae81bdce3 · outbound

This paper cites an unresolved cited work.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Unresolved cited work

Reference 39

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no resolver link, observed 2026-06-28T18:11:51.416335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:ed8f5f6eb625533f7719df7a1afed34b59e3bbb7e696af5bb994846c0ab5e096

Observation a2efa78e-28b9-4658-9789-9e69a194edd4 · outbound

This paper cites Science China Information Sciences , volume =.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Science China Information Sciences , volume =

Reference 40

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no resolver link, observed 2026-06-28T18:11:51.416335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:e8b7698ff3d83996dc26459b145bf3a132601aeb39075ce96442ceef212aed18

Observation 4364135b-aa64-402f-9f5f-32fc96c672ac · outbound

This paper cites Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence (

Reference 41

Resolution
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no resolver link, observed 2026-06-28T18:11:51.416335Z

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source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:6d2584e71adf14e3de8c96d2233f948a2762e78eb2920eb3a745864bfa907a13

Observation ac6d9bb8-7565-4e0d-848b-6f6678229329 · outbound

This paper cites 2026 , eprint =.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems 2026 , eprint =

Reference 42

Resolution
unresolved
no resolver link, observed 2026-06-28T18:11:51.416335Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:834c3a41fa3455be583042f1d93547e46c567ea58552ae957bbb1d54dfafddd7

Observation 63f897f7-d01d-49c3-ac36-e0d1856bac85 · outbound

This paper cites Multi-agent collaboration: Harnessing the power of intelligent.

Scaling Behavior of Single LLM-Driven Multi-Agent Systems Multi-agent collaboration: Harnessing the power of intelligent

Reference 43

Resolution
unresolved
no resolver link, observed 2026-06-28T18:11:51.416335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T18:11:51.416335Z digest=sha256:8fecb32b5c23a386189314db7c0d7fb778c0eaf632849a26aeba280572fee693

Pith citing papers

No inbound Pith citation observations are available.