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Paper Citation Record · LEDGER

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

As of 6 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2605.20190.

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

pith.paper-citation-record.v1
2605.20190 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T10:30:58.506286Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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 exact5
  • verified fuzzy31
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ca15554-2021-4458-960e-e380ac5a7072 · outbound

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

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 2026-05-21T10:34:08.338418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:8909e4c3d9fe4761c8a9e5a2efe57f7e51e5163e7a4207ffa00ccec9c6adbfdb

Observation 97e021e9-7935-46b6-98aa-9153cf277af0 · outbound

This paper cites Claude Sonnet 4.5: System Card.

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 2026-05-21T10:34:08.340826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:8b7eb05682fa58ba92736cdcc835b20e7c073f15ab4249d5b6630c96c85c2aa4

Observation c4338f3e-946d-4706-9fa5-e061092d0c73 · outbound

This paper cites Dennis, Jr.

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

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T10:34:08.342908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:bc99ade02e315512f144ac3f42ecaff487818a199d9c3d047c0af1b9f48d7e8b

Observation 28f00372-0b1a-479e-8303-bd01da0e494d · outbound

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

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 2026-05-21T10:34:08.335673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:451a7d14f9def977a5602f6a39e922c9079dd6b918e402246e424cdbce71fd82

Observation 480cff6f-c98d-4621-b9a1-79a8cffb913b · outbound

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

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 2026-05-21T10:34:07.587090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:a70b3b82af8a4de7b62d40ff90a5149c14205521559edcb810c201449594d460

Observation 53bbbdd8-7c73-41c5-a93c-d137bc87c791 · outbound

This paper cites Christiano, Jan Leike, Tom B.

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

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T10:34:08.333331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:c71b9e872263e513e600d2812c05127c495537eb8ec4c423fe52285e6f8674fe

Observation dccf2e6c-b40a-4673-9d34-bb9d6f37adb1 · outbound

This paper cites Cadquery.

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

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T10:34:08.330852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:828422792c48e45cfe7dd1ebb7895ea04b21b58e4f27255212ebabe42a4f6c35

Observation c8ab1b2a-0a5b-4db4-927e-72986267e441 · outbound

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

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 2026-05-21T10:34:08.328613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:6c4bec5c073e01d9473310eb73eb9a385ad5c1a85c258d3ab18333f767ba2b03

Observation 2460cbf4-dbd8-494c-b5b4-840bf25542f0 · 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.

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 2026-05-21T10:34:08.320433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:6cbe52e8a2c10b5a954a74f59818abe0bcc6fd8acdced8a454327f45e2433fd9

Observation 066f5f43-0b76-4cec-8f6c-a538bc47b455 · outbound

This paper cites Gemini 3 flash model card.

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

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T10:34:08.323188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:066b37ba79881d578b2f52ab7590fff86ea2545e7de358c7467f70d06d9c4399

Observation ceb8e0ff-1c24-4043-ac8c-bdc3889f1354 · outbound

This paper cites an unresolved cited work.

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

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-21T10:34:08.326013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:ae8a6b37ce53eac776acbf2be4244955e0cd70b95994273d6f0a53931d5f781a

Observation 070f80aa-6a65-4373-ace7-28dbb812f0f5 · outbound

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

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 2026-05-21T10:34:08.310469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:29ade1d9eea09e672ee48ba62d8114b6dd27792b8940b284befaf94da74171be

Observation 5c4a4b1b-984c-4710-9971-d6b060921e2c · outbound

This paper cites Difftaichi: Differentiable programming for physical simulation.

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 2026-05-21T10:34:08.312736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:88ef95f73e7a7864651191237e968eb8e0e97d6afa16ad9a9aabfeaa1c00305e

Observation 2f8dd9c7-f33e-4367-941d-146f45a922c0 · outbound

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

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 2026-05-21T10:34:08.314879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:f68f39115381fdddd45585b4d342a5871f5fe788f8f0077f2fb8399b0023849c

Observation bdd5181f-0c8c-47d4-b4a8-8a3fd2cfb8e5 · outbound

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

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
local_arxiv, observed 2026-05-21T10:34:07.583485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:6f6d1c760dbfbbebdb816dee8ee5e51e488b4a22d6166fcae4f934a5b2ae2754

Observation 6a5746a6-2b12-4afd-920d-bdf772549da1 · outbound

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

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 2026-05-21T10:34:08.305247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:3753e84e8ad0530d5b19378604e32588ce6a0eb5473127c0a1422eed4cab155a

Observation a87586cb-203f-4b0e-b811-c8ecdf25f67b · outbound

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

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 2026-05-21T10:34:08.302739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:af5225b2708418a8944cec5926f6e29166d59ec5146e546271218a90c201fdf4

Observation 36254669-39de-4309-bcaf-e2362a5259e0 · outbound

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

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 2026-05-21T10:34:08.297563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:94224c710b4bf6299981d903da4355d2a0a55d52c697fe9bb073378ad597ab37

Observation 9f2e7119-796e-4461-b43d-bfc3e8eb4fa7 · outbound

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

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 2026-05-21T10:34:08.300214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:229cb65080d62840f9f243dbb84b660c710bc07d38eadd1e90b24e4a80e74631

Observation 3a94cb0a-6bfa-4ddd-8ace-b3e01e206e5f · outbound

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

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 2026-05-21T10:34:08.307607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:a64a527692cdc6e606bbf761b302b13ab0d2449e87612acbf79850c77c24d0f3

Observation b72afdd2-667d-450a-bc44-e8eb62b675c6 · outbound

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

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 2026-05-21T10:34:08.317527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:e53c9f3ed9f6a8638491336261a11dd3b6102f38bdc69cb8807b469c971574ed

Observation 107da7ec-78ab-4454-a3f3-ef3476d3b410 · outbound

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

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 2026-05-21T10:34:08.284985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:d5206daaf925eeee108106b4ab4ac5405cb14548f6c646e6c2aadcf3860dc98a

Observation b95f8279-023f-46fa-846f-682943170cab · outbound

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

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 2026-05-21T10:34:08.283644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:158616c6a302dfe75eaa560b669fd779afd239608b96c587b18c165b50bfbc8f

Observation 0164dec8-b49a-4fd8-a681-754d19985cac · outbound

This paper cites Karniadakis.

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

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T10:34:08.292137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:ad07a332c8c60226563988a6352ccd9fef3fffdbc2441179f34f695ecc71d9ba

Observation 81880080-0588-4cf7-8cf9-d5a05bd8e344 · outbound

This paper cites Freecad, 2001–2017.

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

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T10:34:08.290990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:2154d60f90bdb8d170df91c6c3a2742ded251eaa995ebf54a3e5d29472494529

Observation 974946ce-b310-4fc8-a1c8-2a43940d13f9 · outbound

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

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 2026-05-21T10:34:08.274876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:c886f47fc3d01c8ea43d85e0d7cc3c3a6e5ea4421c6bf353240c083cae2fb46e

Observation 24433164-0261-4447-b7cf-f4eb77a81d3b · outbound

This paper cites an unresolved cited work.

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

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-05-21T10:34:08.276909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:f99cfea578f360d4ff4cd0f05269bb436c6d0d9435a9498abe5737785469d799

Observation 0df8e90c-9b02-4b31-8428-53deb83a71fc · outbound

This paper cites an unresolved cited work.

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

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-21T10:34:08.289725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:d38384ced99f7b435ddecdcdfd44fc39ade5104a1b4b5969b3cfacf50833fd73

Observation 0762058a-4906-402e-955a-db14be521256 · outbound

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

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

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-05-21T10:34:07.582866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:16fc26822f37dc855529751928d745b45dedaa4f4bc4d428dc8129d3c89826be

Observation 1815f181-29d1-49db-bf1e-bf3c1af868cf · outbound

This paper cites an unresolved cited work.

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

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-05-21T10:34:08.274577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:c1d03986c09a9e8fe6035e6159a8cf3c5bbf5d919c2cc55df92b04bb3f7aa34a

Observation b1778acd-6047-4aaa-83c3-0d98ad469fe2 · outbound

This paper cites Qwen3 technical report.

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

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T10:34:08.286071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:3df704247e64be4ef2cd25c733a4c9b8f55186362db6143a6a71e71b9f903f4c

Observation 6ef16fc4-3e5c-4db5-9637-3bf563f0aaa0 · outbound

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

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 2026-05-21T10:34:08.293562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:d2651abb5fac571c52afa365992f85f31b3ac8ccfcb3d89db2fd8e9b4053e9ad

Observation ef217be9-edf7-44cf-970d-4da09fffa3a0 · outbound

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

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 2026-05-21T10:34:08.261195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:71a16537c1a4e6d8a818284e2da0d0e07418d5d062831a7d88cd573ffc3a594f

Observation de67afe9-290c-4148-b2e1-ed61ab5f3868 · outbound

This paper cites an unresolved cited work.

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

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-05-21T10:34:08.258492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:574d16b3f62e2800bb380ce68ac981fc2be9f2db4e7637c44972c51b78b3db88

Observation 8a04c487-046a-401f-83f3-d4369c757166 · outbound

This paper cites an unresolved cited work.

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

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-21T10:34:08.260935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:029d6ec339f6c58324a8e1ebd371b8fc06bb60e24b30b8250d506a8ab6121577

Observation f1e3cf45-aeff-4eb5-9d0b-3e3b4cb6c80c · outbound

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

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 2026-05-21T10:34:07.571099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:f07796d9021d48184d48b7085484f1d783ca33fde4a0e284e8ab1116b2133c8f

Observation e3a065bd-6c7a-4e6a-bfa3-0238ea4529a7 · outbound

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

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 2026-05-21T10:34:08.263900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:e3f2b084d3b704275d1a645e47400cd0204032f6a9eeae8d90a341a1f200d312

Observation cea5e878-b9c7-4f6a-b753-cb7858461130 · outbound

This paper cites Qwen3 technical report.

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

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T10:34:08.245961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:1f1bfe5ac12a4a59f7dfab955c20beb8281690880f2b20f5f2cef46e186983a8

Observation b1907724-59b9-4d7e-8490-cc94243a9012 · outbound

This paper cites Narasimhan, and Yuan Cao.

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

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-21T10:34:08.265449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:ce1ab7e34fc13e90ee240663c96083f6eb6852fe4f01c9cf71fc6c98bf16d89a

Observation 14638207-4c18-4160-adeb-df2cdab166fb · outbound

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

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 2026-05-21T10:34:08.268158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:24c0cc1a6d1a2c5db2d32f90ecb8e8c66679710d98fceb20025921756fb75e7e

Observation e7e0061b-9d02-4881-a042-3baed155e4a4 · outbound

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

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 2026-05-21T10:34:07.579747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:d3ff99f263b06496244c50fe83aac325db98cf00833da86916a84df6cd7787f8

Observation f8c34ae0-55fc-4938-a987-92dbc9e35a4d · outbound

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

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 2026-05-21T10:34:08.270427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:95be0a0ca77c03733eb76ab066f1e6b13548803ed13dcb856ea7acf358c0b9d6

Observation 7f7570e9-eac0-4457-94d3-49d2b896f18c · outbound

This paper cites Zhang, Z.

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

Reference 43

Resolution
metadata mismatch
arxiv_id, observed 2026-05-21T10:34:07.574755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-21T10:30:58.506286Z digest=sha256:62e03d9ea0a673ce4ec775756460390ce0f8d09b4d417a16658dccf899a10988

Pith citing papers

No inbound Pith citation observations are available.