Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T05:56:12.231348Z
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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T20:00:29.717065Z
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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.
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 2026-08-23T06:30:58.430688+00:00.