Paper Citation Record · LEDGER

CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 37 inbound Pith citation observations for arXiv:2411.04954.

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

pith.paper-citation-record.v1
2411.04954 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 37 of 37 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:00:07.833956Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

7
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 111ad129-2af8-4173-8e61-d0f51ec229ce · inbound

Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generation cites this paper.

Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 103

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:55:24.973246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 55b841c6-05fb-489b-800a-e8d5b395c6b0 · inbound

HoLa: B-Rep Generation using a Holistic Latent Representation cites this paper.

HoLa: B-Rep Generation using a Holistic Latent Representation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T12:00:07.833956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c8ab47b-5421-479e-9cbe-bc252a81244e · inbound

Seeing from Another Perspective: Evaluating Multi-View Understanding in MLLMs cites this paper.

Seeing from Another Perspective: Evaluating Multi-View Understanding in MLLMs CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-16T11:32:17.514250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a822258-b586-4a5a-8772-612522aad1c1 · inbound

CMT: A Cascade MAR with Topology Predictor for Multimodal Conditional CAD Generation cites this paper.

CMT: A Cascade MAR with Topology Predictor for Multimodal Conditional CAD Generation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T05:22:25.092773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b0d2ce8-7d3f-4f03-9e38-9a6bcb0222c6 · inbound

CAD-Llama: Leveraging Large Language Models for Computer-Aided Design Parametric 3D Model Generation cites this paper.

CAD-Llama: Leveraging Large Language Models for Computer-Aided Design Parametric 3D Model Generation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T23:32:50.539506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 755f8011-e230-4a02-8cb9-e42b593ffc4d · inbound

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

Text-to-CadQuery: A New Paradigm for CAD Generation with Scalable Large Model Capabilities CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T22:45:47.426797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 876cc841-5e6a-4cab-b431-2900b96c0396 · inbound

CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Reward cites this paper.

CAD-Coder: Text-to-CAD Generation with Chain-of-Thought and Geometric Reward CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-19T14:12:22.367618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 22842455-2a3d-4249-823c-7b4fb77e3272 · inbound

BANG: Dividing 3D Assets via Generative Exploded Dynamics cites this paper.

BANG: Dividing 3D Assets via Generative Exploded Dynamics CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T12:47:24.356540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e60feac-91b5-4cd3-a61e-db9eb576cb9a · inbound

CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent cites this paper.

CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-19T01:11:57.254007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b8bf7434-7947-40f4-baae-34cd4eb80b45 · inbound

CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent cites this paper.

CADDesigner: Conceptual CAD Model Generation with a General-Purpose Agent CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-21T23:05:43.508619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5608d88a-cbe6-4f18-b7a4-c8ce176e5997 · inbound

Generating Human-AI Collaborative Design Sequence for 3D Assets via Differentiable Operation Graph cites this paper.

Generating Human-AI Collaborative Design Sequence for 3D Assets via Differentiable Operation Graph CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:00.738465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5ebc0d1-9c92-44dd-86af-b54d515ff429 · inbound

BrepLLM: Enabling Large Language Models to Understand Boundary Representations cites this paper.

BrepLLM: Enabling Large Language Models to Understand Boundary Representations CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T15:37:21.317204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82677598-2b8a-4bda-8d9d-1cff71198cf0 · inbound

STEP-LLM: Generating CAD STEP Models from Natural Language with Large Language Models cites this paper.

STEP-LLM: Generating CAD STEP Models from Natural Language with Large Language Models CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T09:47:38.541533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d7e5f90-86d0-40f1-871b-538add20dfc0 · inbound

BrepCoder: A Unified Multimodal Large Language Model for Multi-task B-rep Reasoning cites this paper.

BrepCoder: A Unified Multimodal Large Language Model for Multi-task B-rep Reasoning CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T20:55:10.049408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dee52496-f73d-44cd-9adf-7423357e9d74 · inbound

Pointer-CAD: Unifying B-Rep and Command Sequences via Pointer-based Edges & Faces Selection cites this paper.

Pointer-CAD: Unifying B-Rep and Command Sequences via Pointer-based Edges & Faces Selection CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-15T16:30:09.840533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a8ff39a2-11d6-4487-901d-f3ebc4c683f4 · inbound

ArtiCAD: Articulated CAD Assembly Design via Multi-Agent Code Generation cites this paper.

ArtiCAD: Articulated CAD Assembly Design via Multi-Agent Code Generation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 56

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T10:11:01.382447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ce90b001-1519-4927-bf91-c950fd6464da · inbound

Agent-Aided Design for Dynamic CAD Models cites this paper.

Agent-Aided Design for Dynamic CAD Models CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:15:10.474482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d9ac0051-8455-4be3-8069-715bc4ff6f3b · inbound

CADFit: Precise Mesh-to-CAD Program Generation with Hybrid Optimization cites this paper.

CADFit: Precise Mesh-to-CAD Program Generation with Hybrid Optimization CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T17:01:09.672825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 081a4cdc-a40c-404a-92bd-233a074ba168 · inbound

CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation cites this paper.

CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:11:24.641706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 32dd6565-4d12-4575-8ae2-bc62ffd50fdf · inbound

CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation cites this paper.

CADBench: A Multimodal Benchmark for AI-Assisted CAD Program Generation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:55:46.024978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7e78557d-45dd-461b-8dea-69428c095b7d · inbound

AssemblyBench: Physics-Aware Assembly of Complex Industrial Objects cites this paper.

AssemblyBench: Physics-Aware Assembly of Complex Industrial Objects CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:42:58.113069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ac01c854-91d1-4f65-9221-f7738c5323e0 · inbound

Img2CADSeq: Image-to-CAD Generation via Sequence-Based Diffusion cites this paper.

Img2CADSeq: Image-to-CAD Generation via Sequence-Based Diffusion CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 50

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T19:57:53.055222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a6631069-2036-424f-b0f8-9ffd82428307 · inbound

BrepForge: Factorized B-rep Synthesis via Wireframe Composition and Boundary-Conditioned Surface Instantiation cites this paper.

BrepForge: Factorized B-rep Synthesis via Wireframe Composition and Boundary-Conditioned Surface Instantiation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 93

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T02:22:59.327073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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

Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design cites this paper.

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 2026-08-18T06:34:40.430872+00:00.

Observation 3019b904-06e6-45b6-ac40-286cba284c70 · inbound

Memory-Augmented Reinforcement Learning Agent for CAD Generation cites this paper.

Memory-Augmented Reinforcement Learning Agent for CAD Generation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 78

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:18:02.996522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 828e209a-dfa9-46a4-8d1a-3c33ef1221eb · inbound

MUSE: Benchmarking Manufacturable, Functional, and Assemblable Text-to-CAD Generation cites this paper.

MUSE: Benchmarking Manufacturable, Functional, and Assemblable Text-to-CAD Generation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:03:24.461259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 28dfc63e-b303-4596-aa13-cfd83a97d510 · inbound

UniCAD: A Unified Benchmark and Universal Model for Multi-Modal Multi-Task CAD cites this paper.

UniCAD: A Unified Benchmark and Universal Model for Multi-Modal Multi-Task CAD CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:26:46.121069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 945f89b0-c519-494c-bde5-c0960594d962 · inbound

BRepCLIP: Contrastive Multimodal Pretraining on BRep Primitives for CAD Understanding cites this paper.

BRepCLIP: Contrastive Multimodal Pretraining on BRep Primitives for CAD Understanding CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:26:48.367486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ede3ffeb-90c5-4b26-ae74-6647487b1bd1 · inbound

FllumaOne: A Code-Native Multimodal CAD Dataset with Executable Programs and Kernel-Validated Feature Histories cites this paper.

FllumaOne: A Code-Native Multimodal CAD Dataset with Executable Programs and Kernel-Validated Feature Histories CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:58:58.339149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 980f9f63-3ab2-45b2-9eac-2104f0200d11 · inbound

Pointer-CAD v2: Plan-Then-Construct CAD Generation with Dimension-Aware Parametric Precision cites this paper.

Pointer-CAD v2: Plan-Then-Construct CAD Generation with Dimension-Aware Parametric Precision CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 49

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T08:04:28.359327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 138d5b93-9c6a-4c80-b279-83a47c40e15d · inbound

MV-GEL: Language-Driven Multi-View Geometric Entity Localization on Meshes cites this paper.

MV-GEL: Language-Driven Multi-View Geometric Entity Localization on Meshes CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 49

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T10:05:40.453575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7cd4536a-20cf-43bd-ad6d-0da58968a2e6 · inbound

MV-GEL: Language-Driven Multi-View Geometric Entity Localization on Meshes cites this paper.

MV-GEL: Language-Driven Multi-View Geometric Entity Localization on Meshes CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T09:23:10.528450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f5119bc-3cb6-40d9-9e66-f3f884f29713 · inbound

SOV-CAD: Stepwise Orthographic Views Guided CAD Modeling Sequence Reconstruction cites this paper.

SOV-CAD: Stepwise Orthographic Views Guided CAD Modeling Sequence Reconstruction CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-11T21:33:27.678095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36344dab-0575-4096-ae9f-e75f623c5e01 · inbound

ASSEMCAD: Production-Ready CAD Assembly Generation from Natural Language cites this paper.

ASSEMCAD: Production-Ready CAD Assembly Generation from Natural Language CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T08:28:57.488408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaa2f0ed-667f-4dcf-b7a5-67698fadf57c · inbound

TG-Diff: Coupling Discrete Topology Diffusion and Topology-conditioned Geometry Diffusions for B-Rep Generation cites this paper.

TG-Diff: Coupling Discrete Topology Diffusion and Topology-conditioned Geometry Diffusions for B-Rep Generation CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T15:35:06.665104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb225ab9-1312-4ec8-bdad-a8d49ba43a4d · inbound

CADENA: Stepwise CAD Reverse Engineering cites this paper.

CADENA: Stepwise CAD Reverse Engineering CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T00:18:20.021137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 837cfd93-dfe1-4590-8231-b0159db329e3 · inbound

AIMold: An Autonomous AI-based Pipeline for Complex Mold Design cites this paper.

AIMold: An Autonomous AI-based Pipeline for Complex Mold Design CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-05T00:15:28.784323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.