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Paper Citation Record · LEDGER

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration

As of 5 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 1 inbound Pith citation observation for arXiv:2604.05547.

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

pith.paper-citation-record.v1
2604.05547 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:57:03.368268Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T00:18:21.410225Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T00:18:24.698251Z

Reference resolution

43 of 43 outbound references displayed

  • verified exact5
  • verified fuzzy31
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 34dc3b46-28f7-4fc6-a447-be0328cd2b07 · outbound

This paper cites Do as I can, not as I say: Grounding language in robotic affor- dances.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Do as I can, not as I say: Grounding language in robotic affor- dances

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.004051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:8e356166d8786e953a3308241176c6bffef9c8c5806bd1a7a6702089bfd7101e

Observation 5d445085-2163-47a1-a843-67fa20e0c734 · outbound

This paper cites Claude Sonnet 4.5: System Card.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Claude Sonnet 4.5: System Card

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.032325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:02f41385c19df86df97c87096d8f1eca14eea212e63efeaa2ae37012c5e8fda9

Observation 00fa9ebf-25d5-4da9-838c-938066b6b2b7 · outbound

This paper cites Dennis, Jr.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Dennis, Jr

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.035452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:8f97e0f6e1f97a188798d88ac3dddc3aafafdfb1f02b2acb18d957260f29a48e

Observation 577085a9-15b4-4ff0-866d-9728ead97eda · outbound

This paper cites Intern- s1: A scientific multimodal foundation model.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Intern- s1: A scientific multimodal foundation model

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.021575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:8e6ad6493524d706f8cb947897e8ba04807a8d78d00e6ca77f6cc0e8e22f4362

Observation b33e87b5-ad66-48c5-9558-9fc0655597a0 · outbound

This paper cites MetaOpenFOAM: an LLM-based multi-agent framework for CFD.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration MetaOpenFOAM: an LLM-based multi-agent framework for CFD

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:20:48.646238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:536c8982bcd887677cdb00cf794e664c21b726b7ba9e70652b474354cd97cd64

Observation 3927d32a-c464-4b72-9dcc-9ac91c9b8a86 · outbound

This paper cites Christiano, Jan Leike, Tom B.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Christiano, Jan Leike, Tom B

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.029085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:0e957461f47bb08aebbba57d81ec0c43edf593d367d6c4de7a79036af2c04b61

Observation 3aada9a4-d9a2-40d1-bdc7-32515a5ae98b · outbound

This paper cites Cadquery.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Cadquery

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.025072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:b7ffc0003130af66004d4e49caa5855594283b061d382ff07d972f6e91e4ab35

Observation 2ceccab5-f92d-4674-b1f1-675f9aa8060a · outbound

This paper cites Fine-tuning a large language model for automating computational fluid dynam- ics simulations.Theoretical and Applied Mechanics Letters, page 100594.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Fine-tuning a large language model for automating computational fluid dynam- ics simulations.Theoretical and Applied Mechanics Letters, page 100594

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.039281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:65cd8e8a73b04475ecc91916d6fabe1bdc1851b44311324c2e3f1bc748e8d59f

Observation 57dd3419-85b5-4f3b-a377-d87aec053b58 · outbound

This paper cites Gmsh: A 3-d finite element mesh generator with built-in pre-and post-processing facilities.International journal for numer- ical methods in engineering, 79(11):1309–1331.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Gmsh: A 3-d finite element mesh generator with built-in pre-and post-processing facilities.International journal for numer- ical methods in engineering, 79(11):1309–1331

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.043028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:fee1126b3bfa419e744e90ab0c860e180115f97ded8bae698ae70ddb5147265b

Observation 14d262d3-c33f-48c8-8900-6fe9844ee8d9 · outbound

This paper cites Gemini 3 flash model card.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Gemini 3 flash model card

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.046868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:4568aa5b537d29e7eff95c34f84d5b3821c3696095f95e0c88e02743ed9361bf

Observation 5ba77935-d93e-4a63-a2a6-01b3df48f450 · outbound

This paper cites an unresolved cited work.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-16T03:20:33.999891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:bb2558a3263a5cfc9f0fb9271741718f34c1eb00edb7adcf5f3c00104c9e4ad2

Observation 0cc92153-8b85-4352-952f-839477340521 · outbound

This paper cites Completely de- randomized self-adaptation in evolution strategies.Evolu- tionary Computation, 9(2):159–195.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Completely de- randomized self-adaptation in evolution strategies.Evolu- tionary Computation, 9(2):159–195

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.012934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:dc0ea687a3476879e8f67fd903e14e3e6011285607bac8786bfa55d0e4d71023

Observation bf18d220-1411-443f-8a8e-85cf762391db · outbound

This paper cites Difftaichi: Differentiable programming for physical simulation.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Difftaichi: Differentiable programming for physical simulation

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.017426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:6bd12959dace767b8a3d3cbbd1fdc9479c11900f7da51e7ac071059fa411a7b1

Observation fd67c777-3d6b-42ea-83dc-c1942a38d0aa · outbound

This paper cites Jones, Matthias Schonlau, and William J.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Jones, Matthias Schonlau, and William J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:34.008572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:57fe21fcee9890a44056e1b93e372bfc79eabd047c13e0d9cf61dc846dddec78

Observation afba9dfa-e1bb-47bf-8400-fedd47e6af47 · outbound

This paper cites MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-15T07:31:08.404728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:b5b36faa40cbbd86afdda68dfcfae6944bf3629de334482102ea60dcb6b0a413

Observation e38f25ec-aad8-4f59-ba21-74c503acd1b9 · outbound

This paper cites Internbootcamp technical report: Boosting llm reasoning with verifiable task scaling.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Internbootcamp technical report: Boosting llm reasoning with verifiable task scaling

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.945617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:29ccf6e38ad02b71326499bc31a1c7c13dde4d3ffa4cb7794ccdd55028242e01

Observation 7f70c152-ea0c-4770-805c-786b63913cf0 · outbound

This paper cites Llm4cad: Multi-modal large language models for 3d computer-aided design generation.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Llm4cad: Multi-modal large language models for 3d computer-aided design generation

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.977584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:d5777879a1f8b2575bbc9e792e289eeb2dfd4b2cfec7f0f779ca1ae0b2fea013

Observation 92095520-fc55-4a4d-8420-669963cf31df · outbound

This paper cites Kovachki, Kamyar Azizzadenesheli, Burigede Liu, Kaushik Bhattacharya, Andrew Stuart, and Anima Anandkumar.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Kovachki, Kamyar Azizzadenesheli, Burigede Liu, Kaushik Bhattacharya, Andrew Stuart, and Anima Anandkumar

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.916974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:9775713ccdfb6275d55c18e1e1816907df050beb65074dedf9124e5c0222d4a0

Observation fa9b93d3-daaf-4dd1-b76b-dc0ba7fb1ab2 · outbound

This paper cites Learning nonlinear operators via DeepONet based on the universal approximation theorem of operators.Nature Machine Intelligence, 3:218–229.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Learning nonlinear operators via DeepONet based on the universal approximation theorem of operators.Nature Machine Intelligence, 3:218–229

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.954973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:9d84ac0b23b50fd9917ce28937bfd7b579d39cfe652ec0180cd303626a50c365

Observation 96726a2b-8d65-4033-a7ff-39a3a60b4f40 · outbound

This paper cites Cad- assistant: tool-augmented vllms as generic cad task solvers.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Cad- assistant: tool-augmented vllms as generic cad task solvers

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.912422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:2d8684ff9585e01be05e7039ded33b4d8cfb14e889b76dc8e0d78c1f364b5a0e

Observation 60b44730-0a75-42af-8eb0-e160b6b2dc04 · outbound

This paper cites Llama 4 Scout (17B×16E) Instruct: Model Card.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Llama 4 Scout (17B×16E) Instruct: Model Card

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.972966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:1b911f2f240af827d38dae773da7957258ebd3958f99c062f5aa12b89b84d36a

Observation 36ffd1ce-36e7-4b48-8d6d-f5ecde512689 · outbound

This paper cites Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agar- wal, Katarina Slama, Alex Ray, et al.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agar- wal, Katarina Slama, Alex Ray, et al

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.990946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:5e0488c2176517db59d9a679894ca4df7310c2557cc8159f04dd06124abf38bb

Observation 4d6734cd-5fe2-4023-9aa6-07bd0e10343b · outbound

This paper cites Toolllm: Facilitating large language models to mas- ter 16000+ real-world apis.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Toolllm: Facilitating large language models to mas- ter 16000+ real-world apis

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.968263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:fb68a73e26bbdbe3f4e069fe3bdbe579cae93c1fea1b01f0e800c97be3284a65

Observation 3aea38c8-e71f-490f-855b-d4709fd4dd53 · outbound

This paper cites Karniadakis.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Karniadakis

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.995410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:ae364a95059214b6e995e0beff2895ae9a9b19680044fbea8150d50c4d25004d

Observation e292d86b-5fc6-434c-b1c7-2c13b47fb23a · outbound

This paper cites Freecad, 2001–2017.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Freecad, 2001–2017

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.986496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:d6ec27ad926f941e58093b2d85ac18a132abf0eda2866e256140ff9bb75b1ccc

Observation 7226cb14-f531-4469-8e65-e816fdad1123 · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Toolformer: Language models can teach themselves to use tools

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.982682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:01fb348d3f4455cb5597183eb7c5dcf10b2109e3ac870fd67fabc917afd5e4ee

Observation b0ff103a-f4c3-49a0-8bd2-80420339571c · outbound

This paper cites an unresolved cited work.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-16T03:20:33.959382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:fb886a975cf00a5c01c9f388732f3080e508137a2d2de876f68eafdb979dbcfe

Observation d3299ae1-7dd9-41fa-bac2-a955e7d588e8 · outbound

This paper cites an unresolved cited work.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-16T03:20:33.933690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:d1ded749e71a57157d31c1114d6aab8907a3f9fc0045c17b060a0319103d1c5b

Observation 587c30c2-7407-480a-b5a7-2992ce3c3a4f · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration HybridFlow: A Flexible and Efficient RLHF Framework

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-11T07:53:39.499366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:dc496e320a793ca635bb69d445d42d765b2a478c0c643007496561cffc6474de

Observation daf0d3e7-7b80-4047-914c-f2d34f754801 · outbound

This paper cites an unresolved cited work.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-05-16T03:20:33.930104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:cd11ad6b2b643936d67ccad751c9a4381bf6f017593a88e0bccf7b7bcf2b1751

Observation f6cf1ddb-fbbc-429b-939c-5e857f1aa99a · outbound

This paper cites Qwen3 technical report.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Qwen3 technical report

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.963734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:b3709fc8e4a1fab0668bd35d60da7b91c009bb5f4fb8901d10a0ffdd6bb8e839

Observation 51321958-32b5-4cdf-a521-e7cbd3dc2fba · outbound

This paper cites Smith, Daniel Khashabi, and Hannaneh Hajishirzi.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Smith, Daniel Khashabi, and Hannaneh Hajishirzi

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.894646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:827c3ba4888b2ccfb38aa9e19db49da19731294a45af40da174f85db7d503417

Observation 6fa8499b-0c09-4d70-b010-c639845d3855 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Chain-of-thought prompting elicits reasoning in large language models

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.950198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:a2763267cd19ca14be48cc21ff8e8198bf50ae815aceab7bb24e03ee32fd0638

Observation 57d5cb49-c183-4b00-b19b-d15b2a66ff2a · outbound

This paper cites an unresolved cited work.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-05-16T03:20:33.937773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:85aa1841fc49a64b32a23185773b009f18deb4ecbcd931467ba2970dd8e2bb04

Observation 35299ff0-0102-476d-b337-da20dc7cceda · outbound

This paper cites an unresolved cited work.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-16T03:20:33.941553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:6c37a0fc885a02adadc681c0ca1f9591bddc1357800019d23b6da93a2a5dee88

Observation a2274860-f8a7-4d13-8ff2-c9249f4c07fb · outbound

This paper cites Text-to-CadQuery: A New Paradigm for CAD Generation with Scalable Large Model Capabilities.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Text-to-CadQuery: A New Paradigm for CAD Generation with Scalable Large Model Capabilities

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:20:48.637550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:cdd7f4d8aa3ac82dd80720943739eed21143137bcc5f9e12f0dd01605552a232

Observation 8c958b78-c90a-4913-92ce-66e07a5967f8 · outbound

This paper cites Cfdagent: A language-guided, zero-shot multi-agent system for complex flow simulation.Physics of Fluids, 37 (11).

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Cfdagent: A language-guided, zero-shot multi-agent system for complex flow simulation.Physics of Fluids, 37 (11)

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.899937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:b4f901aac2a0e2fe2adca3f831aa6b319831fa3cb2d7ebe6bbff72fa6c0ae011

Observation 40432b43-6399-4614-b4cf-8f969c7b359d · outbound

This paper cites Qwen3 technical report.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Qwen3 technical report

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.908392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:45ffb17ebbb558eb18394811056d489dcc261b51b6a245f9672c44aa66cdaacb

Observation 0ef1328c-ebf4-4b98-a68a-888b849407e8 · outbound

This paper cites Narasimhan, and Yuan Cao.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Narasimhan, and Yuan Cao

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.904008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:ebde840cf87903eacf6f7a37aa27495c2f023d0ddd0662491cb43f0f6b1474b2

Observation e02d3a15-e887-4a5c-849b-fb8c4ca64250 · outbound

This paper cites Openecad: An efficient visual language model for editable 3d-cad design.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Openecad: An efficient visual language model for editable 3d-cad design

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.925517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:9822f70ff6c6d7e0bf7bdffbff4e1a2f3e23661db548e88bf31c48a78cd0cb26

Observation f68bfdc5-85ec-4c60-9812-86af3885b296 · outbound

This paper cites Foam-agent: Towards automated intelligent cfd workflows.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Foam-agent: Towards automated intelligent cfd workflows

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:20:48.626812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:620d2f1c359f0dc1a38f89ab5f74ec319bee5506c2b8d996140a4d267a6cbfe3

Observation 0a0f7ee5-4db8-4d6a-8890-dfa03285cede · outbound

This paper cites Marti: A framework for multi-agent llm systems reinforced training and inference.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Marti: A framework for multi-agent llm systems reinforced training and inference

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T03:20:33.921625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:2f1ee7047e836c0ef9e43d196962fe526f5c487cd83b00943656b1372330bc8a

Observation 7c54501e-dbe0-4e00-9a85-f9e084a5a890 · outbound

This paper cites Zhang, Z.

COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration Zhang, Z

Reference 43

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T22:20:48.642567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T19:57:03.368268Z digest=sha256:4a833190ee28c62121402b9c14e2a52c60f73838de61518b730fb5959555571c

Pith citing papers

Observation ee4632d0-44db-460f-8616-1d43cdb3c662 · inbound

CADENA: Stepwise CAD Reverse Engineering cites this paper.

CADENA: Stepwise CAD Reverse Engineering COSMO-Agent: Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-05T00:18:24.784236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-08-05T00:18:21.410225Z digest=sha256:ef18cdc7661807934aeaaa643d4915f8906a73a4390e2027c8c15ff4fc2ff8c9