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Paper Citation Record · LEDGER

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design

As of 23 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 2 inbound Pith citation observations for arXiv:2605.19717.

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

pith.paper-citation-record.v1
2605.19717 v1

Coverage vector

measured 90 of 90 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-20T05:56:12.231348Z

measured 92 of 92 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:00:29.717065Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T18:16:15.004306Z

Reference resolution

90 of 90 outbound references displayed

  • verified exact39
  • verified fuzzy34
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch10

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e23a3170-0b2b-49a5-87ea-f376afc0116f · outbound

This paper cites an unresolved cited work.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-20T06:03:06.879334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:6109c016999acf31dc26a1209877d8fc558a90b1a9cab9099b97b1f9c4fc906b

Observation bd984010-9b54-4d8d-bd47-b2040d546cad · outbound

This paper cites A Survey on Generative.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design A Survey on Generative

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.868140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:bcaafd271fb73dfc15f742bea9208506cf831f2934d69ea821a95315b79f4110

Observation 8594be5d-a867-4636-b76e-fee3ed2dd22b · outbound

This paper cites Challenges and Opportunities in the Integration of Generative.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Challenges and Opportunities in the Integration of Generative

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.873872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:8be9cf8b90869788dfa199cd964606cdd4cdeec07723947e281f0302be422a95

Observation 6ea621f7-6180-41ba-896f-b22b4803fe8b · outbound

This paper cites Enhancing Computer-Aided Design with Deep Learning Frameworks: A Literature Review , shorttitle =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Enhancing Computer-Aided Design with Deep Learning Frameworks: A Literature Review , shorttitle =

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.789341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:2fdafbe65d42bdaa655117e945fdd0044fc2f7c7d1b3d4d6b3a43e7bfd89574a

Observation 807b611e-92bb-430f-ae72-367fa3627981 · outbound

This paper cites 2026 , note =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2026 , note =

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.230850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:f673c2ef137d6849d6686ee1abdab6c6bac71072f8b2c6a976090f65fdd8fc5c

Observation 37285f59-1090-444a-aeb8-efdbe6167f27 · outbound

This paper cites CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-05-20T05:58:04.728303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:ad19a9ed4f9d1385d891b4470a5495a67ff099c2563a98967996753911288801

Observation 0b4dea25-da83-41a0-bc4b-715089d58d71 · outbound

This paper cites arXiv , howpublished =:2510.11631 , primaryclass =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design arXiv , howpublished =:2510.11631 , primaryclass =

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:05.202762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:9d4cd9afb1d79b7b0774ab3e78fbab723c143706c7d771d5f7c54a5e842525e3

Observation ebb946fe-dd72-47ab-aa64-cb5007592f6e · outbound

This paper cites Generating CAD Code with Vision-Language Models for 3D Designs.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Generating CAD Code with Vision-Language Models for 3D Designs

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.744118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:bf4864b40eab6150f6d7b7f144f6bebfa2128b04c6735d403fc4ff9211c6b963

Observation 279f8830-2981-480b-82bd-61d4c107458b · outbound

This paper cites CAD-Coder:Text-Guided CAD Files Code Generation.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design CAD-Coder:Text-Guided CAD Files Code Generation

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.833168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:bb0d8a2df8980031fc4e4c68bfc0c274759663b47cfc00b84384ec53bb0e469e

Observation 863c5adf-a326-44de-b81f-471d57e41de3 · outbound

This paper cites doi:10.1609/aaai.v39i8.32849 , urldate =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design doi:10.1609/aaai.v39i8.32849 , urldate =

Reference 10

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.643068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:1df389cdf14e214fea6ae24909184b8946cd4f7ca6b01f2c9a1634f79b8a077c

Observation 1278951a-8f9c-4d4a-aed1-4a9103c42f33 · outbound

This paper cites CAD-Coder: An Open-Source Vision-Language Model for Computer-Aided Design Code Generation.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design CAD-Coder: An Open-Source Vision-Language Model for Computer-Aided Design Code Generation

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.713142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:cac072c416d476d466f33e89fc3eefa944a76cbe9f424865e4e84abc2e5832c8

Observation 4a635e50-a5b4-401f-81a6-8cd62551e942 · outbound

This paper cites From Idea to CAD: A Language Model-Driven Multi-Agent System for Collaborative Design.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design From Idea to CAD: A Language Model-Driven Multi-Agent System for Collaborative Design

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.794096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:6226d972964be3488a56d9b97c7c279b1d0633e82e0d4800252ffeba5ee62346

Observation 2bfd7ae5-24f4-4353-9fb6-2cee7538b760 · outbound

This paper cites and Altun, O.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design and Altun, O

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.856645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:313e477433cb4c05d15f28c99c7b20af507629f26f744f5b92a90517bdf51a31

Observation 5be53cc6-e7f5-4928-ba49-264cc227c465 · outbound

This paper cites Agentic Large Language Models, a Survey , volume=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Agentic Large Language Models, a Survey , volume=

Reference 14

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.702215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:9cac7237f9ef6d274c6e61b611e5088495039fd2af6855b0fd53be64165ccb06

Observation 8757e02c-762c-474a-9154-504b88a66c50 · outbound

This paper cites Understanding the planning of.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Understanding the planning of

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.250278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:7d6e91639648eee9de15d685cd6abed381d23af6f9c52c7c46667aff08364117

Observation 85a6f14c-57c5-4ac7-a08c-65da8216fe7b · outbound

This paper cites arXiv preprint , eprint =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design arXiv preprint , eprint =

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.233676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:d7a41e80de3e9bd2c9d826b23f943f795913b0b2f3e899f559607b9d6e6ed755

Observation 64a29d92-800b-4b0e-93db-eb8a6dbff889 · outbound

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

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.239230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:e8ee5832cc9689765c346d272b0b0101f632b9937528b8ac02a14cb8e398508f

Observation 59835467-aee9-4750-b79e-74bd938f2a8a · outbound

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

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.223064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:d6bacfce95e1a4ef086692a870061ec9628b0c8770a4c72b20da7ec20f3a7ad7

Observation b0200aee-7cc3-489a-a425-f106fd4d676f · outbound

This paper cites arXiv preprint , eprint =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design arXiv preprint , eprint =

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.225416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:b916add1ae76321a60fd774e0322d6c9d4ae5d56978eade30a12afe3c392a090

Observation 7b71aa6d-7c82-4280-8ab8-8b522ff472bf · outbound

This paper cites Computer-Aided Design and Applications , volume =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Computer-Aided Design and Applications , volume =

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.218336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:429643a931c77b270fdffa0463b1ea1b7fb27f4685a7032f3fa53f8a60c4c071

Observation 7b8da7d2-8dc6-4bc5-9d90-a2e677c3d9c8 · outbound

This paper cites 2020 , edition =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2020 , edition =

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.220462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:3744da85f4758de9199b2675fdaad073e2b4ca03dd2f2a989c45293a5f7fffac

Observation 151119ae-27d8-42f2-8390-9f734202b0c5 · outbound

This paper cites an unresolved cited work.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:58:06.228040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:b890efbfa44dcc21ec321b0fe0dd1302b91aac0241db42895ad8c159fdf16c3c

Observation 3d0f030d-b594-4721-ac4e-1cd5e025467e · outbound

This paper cites Walk in the cloud: Learning curves for point clouds shape analysis, pp.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Walk in the cloud: Learning curves for point clouds shape analysis, pp

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-05-20T05:58:04.759783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:a7b96ad878ffd1fb713d9c750edb092df1da5e1ac394835cfe0bf7abfd78fb93

Observation 4d77ef9d-309f-4c1e-a8f9-af5d63366416 · outbound

This paper cites UV-Net: Learning from Boundary Representations.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design UV-Net: Learning from Boundary Representations

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:05.218030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:f2e065d1730f453bee4f86f121c125bf6b1f70e477399a020beb4e0d4f628184

Observation a94eae5d-b550-4138-b528-3df269bc2c43 · outbound

This paper cites 2011 , journal =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2011 , journal =

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.214131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:1a77feb628216b45c626a2faca69d08ca0b5d736ca01733e66cb15e30709532e

Observation 1c643582-61e4-49e4-b90e-ad9458ca30d7 · outbound

This paper cites Principles and Practices of.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Principles and Practices of

Reference 26

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.673088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:5cd0d8fb7852452aa485b6a34a486c5c762ee9e203514fa671e9a6bb13d30587

Observation 96a3f0f3-1470-444d-9c0f-6cac4be72f94 · outbound

This paper cites IEEE Software 40(4), 30–38 (2023) https://doi.org/10.1109/MS.2023.3265877.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design IEEE Software 40(4), 30–38 (2023) https://doi.org/10.1109/MS.2023.3265877

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.821684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:e33ad4b8bfad41678b089151a9f05e86392034591a944ff8b902992b398e8d92

Observation 8b6d6413-6d28-4b56-a97d-5ffd55bfd69a · outbound

This paper cites Generative.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Generative

Reference 28

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.717328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:d8e9cc8a9180b34e44c3123c96cda6683676fa207534cb59042524dda4f9ba9b

Observation 90cf2771-f93a-42dd-84d4-8985b4a5738f · outbound

This paper cites Challenges and Opportunities in the Integration of Generative AI with Computer-Aided Design , journal=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Challenges and Opportunities in the Integration of Generative AI with Computer-Aided Design , journal=

Reference 29

Resolution
metadata mismatch
arxiv_id, observed 2026-05-20T05:58:04.734167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:77da35b677385e3c2008ba69ecd559928d617a7f702b20fe9534db7510835cc5

Observation c4ce7b0f-e67f-4693-a3c0-3f1fb6c44035 · outbound

This paper cites an unresolved cited work.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:58:06.209527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:eb899ee0e4e02d86c2c020faad81dee99ae12ebbce386526beb1d2b48d3a0e28

Observation 955e8a30-6d3c-45ca-b29d-89aa48e15292 · outbound

This paper cites and Willis, Karl D.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design and Willis, Karl D

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.211878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:5bdf6212176ace0fb7a6747f826d20b6700d498629583b0ef69e7325d723567d

Observation 423a96cf-49e4-4d9d-8fef-9925f42add26 · outbound

This paper cites Sequence to Sequence Learning with Neural Networks.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Sequence to Sequence Learning with Neural Networks

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-05-20T05:58:04.723008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:47ef87a2a586501c5c0f342f5e59d3ed80d6dc45f529bd69d1fd7860afe91077

Observation b191dd4f-c67e-432d-aca9-8ac57da2e1c4 · outbound

This paper cites Attention Is All You Need.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Attention Is All You Need

Reference 33

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T05:58:04.801627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:2752a3ece983b559334cc898266e1a889114756142f3f37ed156a32fe47636a9

Observation 0d2a487c-ca23-4175-ab38-3679e698ad58 · outbound

This paper cites and Contero, Manuel and Company, Pedro , date =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design and Contero, Manuel and Company, Pedro , date =

Reference 34

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.797567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:8dd6ba51c6aace50e4bb6efb9eaf40e001914e11a78d875d4f8fe441da005b51

Observation 47844527-b8f5-49de-ac2c-70d1d54535bc · outbound

This paper cites Balancing Diversity and Risk in LLM Sampling: How to Select Your Method and Parameter for Open-Ended Text Generation.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Balancing Diversity and Risk in LLM Sampling: How to Select Your Method and Parameter for Open-Ended Text Generation

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.698030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:c223ccb0e97f01f3358a3e8276d700a2b14233015720885b80784d105822803b

Observation 0abdba52-a0f8-404a-b123-ed53093abfd1 · outbound

This paper cites Generative Adversarial Networks.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Generative Adversarial Networks

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-05-20T05:58:04.707514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:55e6e17ea5e0ed62ad4ad43bac50ecd6f77d23820077eefa7b3509d31af5c2cc

Observation bc21fe77-7082-4ed6-b45e-fc5e6eb9f7d7 · outbound

This paper cites Fusion 360 Gallery: A Dataset and Environment for Programmatic CAD Construction from Human Design Sequences.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Fusion 360 Gallery: A Dataset and Environment for Programmatic CAD Construction from Human Design Sequences

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.805531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:bcb38254de479a356815d8fa6b989648e523915ad0e018092afee046cc3a5d79

Observation e4fa2ef6-5c79-47cf-9544-f19f0a97d63b · outbound

This paper cites Text2CAD: Generating Sequential CAD Models from Beginner-to-Expert Level Text Prompts.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Text2CAD: Generating Sequential CAD Models from Beginner-to-Expert Level Text Prompts

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.669525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:e4758bccdabc35023c88f56eb350185843a8aa8cbbc33d867de593074436e94c

Observation a682bffc-ad44-4711-b8e7-ec60203c3674 · outbound

This paper cites Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation

Reference 39

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T05:58:04.692343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:8df899b5b5f38e35507aadf1a93ef8ac45801ab48eaa4709286f61486bdd3d18

Observation 32d79fec-b218-44f6-84ba-3acebcc2f18c · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Adam: A Method for Stochastic Optimization

Reference 40

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T05:58:04.825552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:6bafdd05a6ea84f22264d36a90f45be71b977f1730b647b15ba40d17f26f5406

Observation 63f7596f-4c70-49d2-bfe5-edf959279e99 · outbound

This paper cites PolyGen: An Autoregressive Generative Model of 3D Meshes.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design PolyGen: An Autoregressive Generative Model of 3D Meshes

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.739089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:8644bd31b0ed1fc49e2ec7fd4181c4519c14a4426d196d82c28fb09e14e9feec

Observation 9d015ad4-0d76-4a6b-8362-83085c39e575 · outbound

This paper cites DeepSVG: A Hierarchical Generative Network for Vector Graphics Animation.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design DeepSVG: A Hierarchical Generative Network for Vector Graphics Animation

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.663828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:287c19ceb5dd0d3e5e8795a9a39fc27bc7b463dff0bc314acaeb49301394dd40

Observation 50980e6d-16fc-4147-b5ec-6ca555debb3c · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 43

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T05:58:04.764910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:520308aa4d0c513696cf70cc636cfe33140717073d40e455828557cc7aaf1f33

Observation e5273797-d974-4f27-8f8e-0eb2cbb2ad19 · outbound

This paper cites Journal of Computational Design and Engineering , volume =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Journal of Computational Design and Engineering , volume =

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.853749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:6694caf2cbd0bc8cfe6d429fc12790adc412d59a3c994738ee972b0668ab15ad

Observation 46234a18-3051-4762-a396-326c1171eff0 · outbound

This paper cites SketchGen: Generating Constrained CAD Sketches.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design SketchGen: Generating Constrained CAD Sketches

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.829563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:0ab5d19d83722d9a0f4b2f37edfbd68a41731df8df3cf4fe35e6cccb93ba8ea9

Observation 73857904-5be7-4a82-99fe-272b65d87d72 · outbound

This paper cites 2019 , publisher =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2019 , publisher =

Reference 46

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.657282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:6b6d30ec6d8626872216de09d482a66b792885f9d997990f00d4d97eb8f11b5b

Observation 0f3efd09-bf5a-4833-b9e8-0bff26691d6a · outbound

This paper cites an unresolved cited work.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:58:06.206869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:3e2f28df96abd190a03a765d0d02bef4abf131de04a0e8a95e711b3791c462de

Observation 683ace6b-a106-4691-b441-e1379f77a4f0 · outbound

This paper cites Proceedings of the 30th International Conference on Machine Learning, ICML 2013 , pages=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Proceedings of the 30th International Conference on Machine Learning, ICML 2013 , pages=

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.859502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:69e16b4b261b0d6c51ed87236406ec0660ee942646b0e11c19ee7725f25ad059

Observation 062cb848-31ee-45ae-bb36-091e880a212f · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Advances in Neural Information Processing Systems , volume=

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.862149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:2e9eff8a80462460b9950cd0f3e649bda7adaf4da5e70e0a8a61e1b2d946e715

Observation 64016112-6f20-4c0a-b527-1d95872523c7 · outbound

This paper cites CADOps-Net: Jointly Learning CAD Operation Types and Steps from Boundary-Representations.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design CADOps-Net: Jointly Learning CAD Operation Types and Steps from Boundary-Representations

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:05.221483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:5ae87a64746c1f524c4b1f73e3ba837cac60a43d0a828d4b7fa337596e76784b

Observation a2c8faec-3145-431b-92d5-64d4afb588b4 · outbound

This paper cites 2022 , eprint=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2022 , eprint=

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.865613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:4766f51c594505e1b7a691dd3aa16b8d75b3010763158f46688c391d01b58742

Observation d8d7a4ea-4989-4f23-b0ca-a79a5f85b655 · outbound

This paper cites CAD-SIGNet: CAD Language Inference from Point Clouds Using Layer-Wise Sketch Instance Guided Attention , year=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design CAD-SIGNet: CAD Language Inference from Point Clouds Using Layer-Wise Sketch Instance Guided Attention , year=

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.871182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:e2761cd6e5dc35de7507cdd888855a369df5974d178b3133a637523455a12a0f

Observation 45605802-6599-47ca-96d7-43f7717910c6 · outbound

This paper cites Future prospects of computer-aided design (CAD) – A review from the perspective of artificial intelligence (AI), extended reality, and 3D printing , journal =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Future prospects of computer-aided design (CAD) – A review from the perspective of artificial intelligence (AI), extended reality, and 3D printing , journal =

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.755618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:20cba66224f5a34519e24a916503f47f340fa74c67b8aa8d31a6d9d1bb6d2c03

Observation 5f3fb8d4-feec-4767-901f-369c89d4bb5d · outbound

This paper cites Proceedings of the 31st International Conference on Neural Information Processing Systems , pages =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Proceedings of the 31st International Conference on Neural Information Processing Systems , pages =

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.876632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:a66fdd831a32fe06541669a2df40470cca2abd9ae4adabb37b9e82665fe49180

Observation 2e6dc913-3e4e-4477-a4a7-92c5f7bb6a5e · outbound

This paper cites 2017 , url=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2017 , url=

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.840572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:3bfb1ac469895d16610b20282d1c197c2cb423cec829c151ff9f16db7ee70855

Observation 0f43447c-b7d6-45ec-ae84-791274854e67 · outbound

This paper cites CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.813312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:d5db058f9e9a9e772f58f35c0029c4d6b5ede55f1d401d20d6ae1885c2598789

Observation 41b4fefc-f702-46be-9484-d50f3ce3b736 · outbound

This paper cites Penev and Bryan Weissinger and M.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Penev and Bryan Weissinger and M

Reference 57

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.652892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:3032f4c20cd232c6a654ca3dc606ae83d2a6d58e80373d9513729621727294aa

Observation 55dc6d82-231e-462b-98f2-f470c7f8e9c2 · outbound

This paper cites GenCAD: Image-Conditioned Computer-Aided Design Generation with Transformer-Based Contrastive Representation and Diffusion Priors.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design GenCAD: Image-Conditioned Computer-Aided Design Generation with Transformer-Based Contrastive Representation and Diffusion Priors

Reference 58

Resolution
metadata mismatch
arxiv_id, observed 2026-05-20T05:58:04.679079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:7115a401c15338759a754a06659786d3c9e62dd2fdc77ff418e2dec0e9d972db

Observation 9e2ac0bb-24f6-4276-aae7-4f5cabf78fdd · outbound

This paper cites Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics (ACL) , pages=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics (ACL) , pages=

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.844091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:92eaeeae8d8d750e91a8dcee1a0495f9d0ab59a038a1cdbdeb9fe6aafc0b7956

Observation 24b2863c-ba24-46cc-93f3-cd1492b4b094 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design LoRA: Low-Rank Adaptation of Large Language Models

Reference 60

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T05:58:04.774722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:abe908fd138b061c4b1e0f9de0b4b4eaa9ec27c33a8e453076f6c6ee75d6c79e

Observation 47fd5e19-ed7f-4cdd-a745-3799b4cf58c8 · outbound

This paper cites 2024 , eprint=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2024 , eprint=

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.245175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:0159c989c46e6d5518d0198b96b7baec4d4579da610e132c7b16d263fcc6ce2a

Observation 4181c2f3-ff25-4244-abd5-aaba0794f878 · outbound

This paper cites A Point Set Generation Network for 3D Object Reconstruction from a Single Image.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design A Point Set Generation Network for 3D Object Reconstruction from a Single Image

Reference 62

Resolution
verified exact
local_arxiv, observed 2026-05-20T05:58:05.207011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:7c231212bba90a1b7b1f50030217d41f85dd8b08850a02171aa0b1e134cf81e6

Observation 7de7496d-ad4a-45c8-bc08-e64f76aef393 · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 63

Resolution
verified exact
local_arxiv, observed 2026-05-20T05:58:05.214290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:047a747cf96dfec7650e7205960850d96ae8b84a473875f7b946da6d515150d4

Observation f7ed7b2d-c539-414f-983a-98a034b9afdb · outbound

This paper cites Qwen2.5-Coder Technical Report.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Qwen2.5-Coder Technical Report

Reference 64

Resolution
verified exact
local_arxiv, observed 2026-05-20T05:58:05.224784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:afdcd53c4c64a0333c3e00e0385a4d8d8014c25dae31ef5bf779814d071c9ee9

Observation 870a451b-3c6a-4a44-9ddd-6449bd2be65f · outbound

This paper cites 2024 , eprint=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2024 , eprint=

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.247829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:680efe270e777592d9ce13cd279f77bef1eacce1aab27c2e92a824e1e3a7cdfa

Observation 25e3c0ab-668d-426d-aaad-407a5684c739 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 66

Resolution
metadata mismatch
local_arxiv, observed 2026-05-20T05:58:05.228324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:f137bf362177357e2cd79c427ea1395e5bc0af09235946bdaf8da4a145115208

Observation 7ec374a0-d575-45cd-aa6a-1f8a935d45ac · outbound

This paper cites Small Language Models are the Future of Agentic AI.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Small Language Models are the Future of Agentic AI

Reference 67

Resolution
verified exact
local_arxiv, observed 2026-05-20T05:58:04.817327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:b3df5ec6fd2acb9e2cb71b14e94716ea581f3eaaa8f2e8d9eefe89ad96a81357

Observation 0c3235ed-50b2-41e1-a263-004293bb6458 · outbound

This paper cites 2024 , eprint=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2024 , eprint=

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.236258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:a04664d6edbbaa11e7e3dee518ff6837bb5625722d8c510422f5e57fd774e043

Observation 6698f760-c978-4b1d-afdf-cf3019e44d10 · outbound

This paper cites AgentNet: A scalable framework for multi-step agent trajectory generation.arXiv preprint arXiv:2501.00000.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design AgentNet: A scalable framework for multi-step agent trajectory generation.arXiv preprint arXiv:2501.00000

Reference 69

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:05.211005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:c83e93da99f921772873e4fadac7dac82e52cdb577db2ad0ca765503d6e395e9

Observation 391d4833-c625-47bd-94af-51e3fb2ecbcc · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , author=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Proceedings of the AAAI Conference on Artificial Intelligence , author=

Reference 70

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.768943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:9e26c70d23a3296db45c73abf16cde66b499630493c11cfbef2c925b9561478d

Observation cc0b8928-73ef-47bc-9956-310cb183b4df · outbound

This paper cites 2024 , howpublished=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2024 , howpublished=

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.847206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:87e26310b4db62ebaa6fea3773f2e80b5f6e60d43f77295868ba51ead73761c7

Observation 3f47b327-fe70-419e-8c15-c6f755d0028a · outbound

This paper cites 2024 , eprint=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2024 , eprint=

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.850256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:c84e18dc4859a7da75c79560846f2c6eb49b70932869a63189c733633b18c9e0

Observation f751cebe-a696-4d6e-8f44-9695e61e653b · outbound

This paper cites 2020 , eprint=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2020 , eprint=

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T06:03:06.837022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:af2de1c20f6eb17e44c12190978e3c2d09025eebea024e2c141f8169cca8989a

Observation 1b29faaa-adc6-4330-8657-5ccf54636b11 · outbound

This paper cites The Annals of Mathematical Statistics , volume=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design The Annals of Mathematical Statistics , volume=

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.273496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:502a65e75c5fe280e6dca4d1a09d8f0f190d2ce544ba14a7bcc61c21cd941fbe

Observation d41f13c7-f3d3-4fbb-9873-4982d0f61453 · outbound

This paper cites Special Issue: CARs & FOF '92 , volume =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Special Issue: CARs & FOF '92 , volume =

Reference 75

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.751677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:303a866e1565eefb2b43c54beb15587d08b440535df9723557aa55d3b110a7a3

Observation 7541bb4c-c05c-42f8-b90b-92af00b616cb · outbound

This paper cites Journal of the Royal Statistical Society , volume=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Journal of the Royal Statistical Society , volume=

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.268200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:fa11ee217b5293c88344f0e7e730c62229e3e367c895d6f4d348d13d89a7a9f7

Observation 8ac140de-c077-4e09-87c1-af46ee04b94e · outbound

This paper cites Topology Optimization.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Topology Optimization

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.270805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:2a7a640837ac469f5e20bc7b1f2abf97825d91c7f36cd00fc1f72a3893f49dc4

Observation 9ac49ed6-19a5-4faa-855f-f565e38fd2f3 · outbound

This paper cites doi:10.1016/j.cad.2025.103926 , keywords =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design doi:10.1016/j.cad.2025.103926 , keywords =

Reference 78

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.686289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:c3689a75e81dfd0fdd3f51c1e16b90ceaf6d0012a13276b094265866026c4732

Observation 960d683f-c353-44db-ba87-d7c3897ba020 · outbound

This paper cites an unresolved cited work.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:58:06.262002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:96e8e92a29d45bbd16edc66a1650a7a58e6827bb7611d3c0028b6f101820078a

Observation 6de21474-38b8-4e04-b7e3-7f69abe7507d · outbound

This paper cites doi:10.48550/arXiv.2507.09792 , urldate =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design doi:10.48550/arXiv.2507.09792 , urldate =

Reference 80

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.809498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:b2977e8fffa68f83ddc9e37755f5a1a5e96e60a2a63680e1fe494cd0b10815cc

Observation 5c89402c-6aea-4430-8cdd-ff73e83a6a1b · outbound

This paper cites Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models

Reference 81

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.785017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:72561016752e9b2f4c8580ac4826193eec924b875b6c1cf6fb11df30038676db

Observation 1764e1ae-99c5-4cda-8574-be262e789b2e · outbound

This paper cites CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention

Reference 82

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.629749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:4bc2837b3f269f223744670d4272c0cd484ee101a78b734b218bb7ae1d65bade

Observation 4f776ec8-62dd-44bb-8ec9-43b7ffbd5cd0 · outbound

This paper cites cadrille: Multi-modal CADreconstructionwithonlinereinforcementlearning.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design cadrille: Multi-modal CADreconstructionwithonlinereinforcementlearning

Reference 83

Resolution
verified exact
arxiv_id, observed 2026-05-20T05:58:04.748644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:583e0a6789adec05bed1f93ba929b0b4e1d97801fe8d00e8cea6952aa346bb99

Observation 5ab59537-92bf-4429-acd4-00e0f5afeddb · outbound

This paper cites Proceedings of the.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Proceedings of the

Reference 84

Resolution
verified exact
doi, observed 2026-05-20T05:58:04.649037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:b86c09eaa2e5305d291316d9e0f77b555c50076f62a15560962492f55f3ce283

Observation ccd49208-7802-45b9-bd67-a1f618f6c51d · outbound

This paper cites 2023 , eprint=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2023 , eprint=

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.264513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:a5ab9f967ba29276747f8e2299417d604960cde086141c2a98d0b5ac843f0b69

Observation ee0d9ed2-3be0-4941-822f-f8218a867445 · outbound

This paper cites 2021 , eprint=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2021 , eprint=

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.256736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:339b34bae44c7ecaa26dee03005b3cbda639bbb9ec89c8804b49ffc672333955

Observation 34905bbb-90af-44fe-be55-ff5c424f8ded · outbound

This paper cites an unresolved cited work.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-05-20T06:03:06.833806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:cfacfaebc91a8ef623507ee3a428779efcaac655ed9fbeba1e01c5805abf8ddf

Observation 9c6ea766-0834-474b-9924-fa3e5cce7a5f · outbound

This paper cites an unresolved cited work.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-05-20T05:58:06.259406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:22184568fddc63df2feefe326b1a46ad3f77aaa1a4c1d75bf703fd5976d2b0d2

Observation 153d137f-672c-4d77-a969-410677c2925f · outbound

This paper cites 2020 , publisher =.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2020 , publisher =

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.253802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:8aaef5b5a0cb2501b8c5f86a1bbcdd7c009a123dd81b4ba2a0ebfea8906007c2

Observation 3a681306-c50a-4dda-802c-9223e0ac2bfd · outbound

This paper cites 2026 International Conference on Advances in Artificial Intelligence and Machine Learning (AAIML) , year=.

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design 2026 International Conference on Advances in Artificial Intelligence and Machine Learning (AAIML) , year=

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T05:58:06.241782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T05:56:12.231348Z digest=sha256:1c9cbd0ee8a7b5aaae141dc7b87787ccadd1393a0235aefd69e41959a3cb4369

Pith citing papers

Observation 31d12078-56aa-4b86-acf4-50086f888246 · inbound

CADEngBench: It Looks Like CAD, but Does It Work? Evaluating Parametric Design, Assembly Reasoning, and Physics Simulation cites this paper.

CADEngBench: It Looks Like CAD, but Does It Work? Evaluating Parametric Design, Assembly Reasoning, and Physics Simulation Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T20:00:29.717065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:00:29.717065Z digest=sha256:8d8c0c4103b1f1679de82b55c0a913d06393195d1994a01071468def651a5461

Observation 52c5f05f-4b67-4048-92af-62e94dcc29d0 · inbound

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection cites this paper.

Test-Time Scaling for CAD Generation via Verifier-Free Consensus Selection Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-08-11T12:22:04.153724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-11T12:22:03.596735Z digest=sha256:431f6864b090f21e8486509f5f85b225dc7bc1648a56b9302cfb41622394f3f9