Paper Citation Record · LEDGER

Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 36 inbound Pith citation observations for arXiv:2505.17412.

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

pith.paper-citation-record.v1
2505.17412 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

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

measured 36 of 36 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:19:33.862476Z

measured 1 of 1 external citation measurements

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

Source: pith, 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

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fea62842-0f1d-4f6f-9dfe-d8bc63b54671 · inbound

Hunyuan3D 2.1: From Images to High-Fidelity 3D Assets with Production-Ready PBR Material cites this paper.

Hunyuan3D 2.1: From Images to High-Fidelity 3D Assets with Production-Ready PBR Material Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-17T23:10:17.693286Z

Source-reported events for the cited work

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

Observation 5835f37e-56c0-4d56-a933-ec49754a3f4f · inbound

Few-step Flow for 3D Generation via Marginal-Data Transport Distillation cites this paper.

Few-step Flow for 3D Generation via Marginal-Data Transport Distillation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-05T10:19:33.862476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24330d19-9667-45cd-9998-e5e7cfe93400 · inbound

DreamLifting: A Plug-in Module Lifting MV Diffusion Models for 3D Asset Generation cites this paper.

DreamLifting: A Plug-in Module Lifting MV Diffusion Models for 3D Asset Generation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-18T18:31:44.329842Z

Source-reported events for the cited work

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

Observation c859e049-f9f4-41ed-b23a-04669e33e50d · inbound

SAM 3D: 3Dfy Anything in Images cites this paper.

SAM 3D: 3Dfy Anything in Images Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:47:15.305891Z

Source-reported events for the cited work

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

Observation 26c4ac8c-c9e7-41c0-8ad5-bf1b98988a80 · inbound

Native and Compact Structured Latents for 3D Generation cites this paper.

Native and Compact Structured Latents for 3D Generation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-21T05:20:42.381676Z

Source-reported events for the cited work

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

Observation 6c4ddc14-e384-42a6-9620-fcf239302607 · inbound

Muses: Designing, Composing, Generating Nonexistent Fantasy 3D Creatures without Training cites this paper.

Muses: Designing, Composing, Generating Nonexistent Fantasy 3D Creatures without Training Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T12:23:34.590557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5e6ccd3-6109-4b73-a1c4-a91254f146b1 · inbound

Twisted Fiber Bundle Codes over Group Algebras cites this paper.

Twisted Fiber Bundle Codes over Group Algebras Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 93

Resolution: unresolved; no resolver link, observed 2026-07-13T14:23:14.241724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4ecc3d5-1455-4520-a661-1188d7df7810 · inbound

UniRecGen: Unifying Multi-View 3D Reconstruction and Generation cites this paper.

UniRecGen: Unifying Multi-View 3D Reconstruction and Generation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 93

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:13:20.872358Z

Source-reported events for the cited work

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

Observation ff77fdc7-f069-4ecf-a350-a9e7b557b78c · inbound

LSRM: High-Fidelity Object-Centric Reconstruction via Scaled Context Windows cites this paper.

LSRM: High-Fidelity Object-Centric Reconstruction via Scaled Context Windows Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 65

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T22:50:49.515604Z

Source-reported events for the cited work

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

Observation 1e473c4c-681c-4f19-8e40-1ffb53b0dbd0 · inbound

LSRM: High-Fidelity Object-Centric Reconstruction via Scaled Context Windows cites this paper.

LSRM: High-Fidelity Object-Centric Reconstruction via Scaled Context Windows Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 65

Resolution: unresolved; no resolver link, observed 2026-07-13T09:33:39.204257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16b9469d-331c-4598-b6c1-5c788fa5d7c1 · inbound

LSRM: High-Fidelity Object-Centric Reconstruction via Scaled Context Windows cites this paper.

LSRM: High-Fidelity Object-Centric Reconstruction via Scaled Context Windows Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-02T16:46:06.597599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5def799b-7b49-42c4-ad19-da25adda70e9 · inbound

Hitem3D 2.0: Multi-View Guided Native 3D Texture Generation cites this paper.

Hitem3D 2.0: Multi-View Guided Native 3D Texture Generation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:45:49.146021Z

Source-reported events for the cited work

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

Observation b0351189-abaa-4efe-9733-2366447ac99d · inbound

Sculpt4D: Generating 4D Shapes via Sparse-Attention Diffusion Transformers cites this paper.

Sculpt4D: Generating 4D Shapes via Sparse-Attention Diffusion Transformers Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-09T22:29:06.503766Z

Source-reported events for the cited work

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

Observation 438e00fd-374c-4774-9810-f374cf625e8c · inbound

AnimateAnyMesh++: A Flexible 4D Foundation Model for High-Fidelity Text-Driven Mesh Animation cites this paper.

AnimateAnyMesh++: A Flexible 4D Foundation Model for High-Fidelity Text-Driven Mesh Animation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:26:26.415432Z

Source-reported events for the cited work

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

Observation 97105440-ed30-4548-925d-3a4d75148303 · inbound

Sparse Representation Learning for Vessels cites this paper.

Sparse Representation Learning for Vessels Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T16:41:15.234918Z

Source-reported events for the cited work

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

Observation 237dbbd3-2aa0-4493-8d71-50751c59509e · inbound

Mix3R: Mixing Feed-forward Reconstruction and Generative 3D Priors for Joint Multi-view Aligned 3D Reconstruction and Pose Estimation cites this paper.

Mix3R: Mixing Feed-forward Reconstruction and Generative 3D Priors for Joint Multi-view Aligned 3D Reconstruction and Pose Estimation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:46:31.473870Z

Source-reported events for the cited work

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

Observation fbe335f7-5c1c-4f49-901a-d5a7f569efa1 · inbound

Velocity-Space 3D Asset Editing cites this paper.

Velocity-Space 3D Asset Editing Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:55:57.059074Z

Source-reported events for the cited work

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

Observation cccfbc8c-b46c-4e27-af2e-951a22eda05e · inbound

DVD: Discrete Voxel Diffusion for 3D Generation and Editing cites this paper.

DVD: Discrete Voxel Diffusion for 3D Generation and Editing Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:20:55.925238Z

Source-reported events for the cited work

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

Observation 5d16b235-397d-4381-87e6-71f9e85f38ba · inbound

DVD: Discrete Voxel Diffusion for 3D Generation and Editing cites this paper.

DVD: Discrete Voxel Diffusion for 3D Generation and Editing Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:35:45.918776Z

Source-reported events for the cited work

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

Observation 5fa02fdb-4cdb-4ab6-8c2d-a9f4052f104e · inbound

Pixal3D: Pixel-Aligned 3D Generation from Images cites this paper.

Pixal3D: Pixel-Aligned 3D Generation from Images Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-12T03:56:20.491646Z

Source-reported events for the cited work

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

Observation c6cf319e-8064-4321-b1f0-bdced2698d2e · inbound

WorldAct: Activating Monolithic 3D Worlds into Interactive-Ready Object-Centric Scenes cites this paper.

WorldAct: Activating Monolithic 3D Worlds into Interactive-Ready Object-Centric Scenes Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:58:58.663768Z

Source-reported events for the cited work

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

Observation 3a229de0-9832-4412-8086-9f3186a73c90 · inbound

CelloCut: Constructive Watertight Remeshing via Tetrahedral Cell Cuts cites this paper.

CelloCut: Constructive Watertight Remeshing via Tetrahedral Cell Cuts Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-20T00:53:18.089687Z

Source-reported events for the cited work

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

Observation e9881feb-2f27-4262-b0ee-e7cf1e4fc19c · inbound

Helix4D: Complex 4D Mesh Generation cites this paper.

Helix4D: Complex 4D Mesh Generation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-29T22:24:00.618723Z

Source-reported events for the cited work

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

Observation 749b2d48-d293-416b-a712-5ec73610b079 · inbound

BrickAnything: Geometry-Conditioned Buildable Brick Generation with Structure-Aware Tokenization cites this paper.

BrickAnything: Geometry-Conditioned Buildable Brick Generation with Structure-Aware Tokenization Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-29T22:14:00.087635Z

Source-reported events for the cited work

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

Observation 5f36f52d-53ea-4f1c-aa56-555c82907840 · inbound

SuperVoxelGPT: Adaptive and Ordered 3D Tokenization for Autoregressive Shape Generation cites this paper.

SuperVoxelGPT: Adaptive and Ordered 3D Tokenization for Autoregressive Shape Generation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T08:53:15.687100Z

Source-reported events for the cited work

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

Observation e2f97be2-ef67-4dc1-85ae-5de9493be62b · inbound

Real2SAM2Real: Generative 3D Caches as Complementary Context for Video Diffusion cites this paper.

Real2SAM2Real: Generative 3D Caches as Complementary Context for Video Diffusion Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T22:42:46.324691Z

Source-reported events for the cited work

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

Observation 4c3b4924-66a1-48a9-b982-49b52900db2d · inbound

MeshWeaver: Sparse-Voxel-Guided Surface Weaving for Autoregressive Mesh Generation cites this paper.

MeshWeaver: Sparse-Voxel-Guided Surface Weaving for Autoregressive Mesh Generation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-02T06:36:43.830652Z

Source-reported events for the cited work

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

Observation 7a3de984-da19-4d70-b597-2c4397ee56e5 · inbound

ISAP-3D: Identity-Slot Aligned Part-Aware 3D Generation cites this paper.

ISAP-3D: Identity-Slot Aligned Part-Aware 3D Generation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T10:17:57.513176Z

Source-reported events for the cited work

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

Observation 8f772687-d540-4a69-95e1-995d92cde709 · inbound

TriFlow: Generating Artist-Like 3D Mesh Topology via Nearest-Vertex Vector Fields cites this paper.

TriFlow: Generating Artist-Like 3D Mesh Topology via Nearest-Vertex Vector Fields Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 61

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:09:29.559617Z

Source-reported events for the cited work

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

Observation 39a33de9-e334-40f8-b2ba-4cb28c0dc435 · inbound

MM-TRELLIS: Point-Cloud Guided Multi-Modal 3D Vehicle Generation in Autonomous Driving cites this paper.

MM-TRELLIS: Point-Cloud Guided Multi-Modal 3D Vehicle Generation in Autonomous Driving Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-07-04T16:09:56.628325Z

Source-reported events for the cited work

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

Observation 1b99aa1c-127b-4b5d-aa48-c34441002f72 · inbound

FLUX3D: High-Fidelity 3D Gaussian Generation with Diffusion-Aligned Sparse Representation cites this paper.

FLUX3D: High-Fidelity 3D Gaussian Generation with Diffusion-Aligned Sparse Representation Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 48

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T16:49:57.566168Z

Source-reported events for the cited work

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

Observation 7eb7d7a8-c9de-4e69-a22f-b7441fa6183c · inbound

ShellMaker: Language-Guided Exterior Completion under Structural Constraints cites this paper.

ShellMaker: Language-Guided Exterior Completion under Structural Constraints Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T10:05:40.924057Z

Source-reported events for the cited work

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

Observation 25537e09-6ad6-439d-a0a8-11ce94ee1fd1 · inbound

Ink3D: Sculpting 3D Assets with Extremely Complex Textures via Video Generative Models cites this paper.

Ink3D: Sculpting 3D Assets with Extremely Complex Textures via Video Generative Models Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 53

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T13:16:58.066481Z

Source-reported events for the cited work

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

Observation 11816915-4093-4068-80a1-5c56caa34ef0 · inbound

EditVerse3D: High-Quality 3D Object Editing with Region-Aware Learning cites this paper.

EditVerse3D: High-Quality 3D Object Editing with Region-Aware Learning Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 84

Resolution: verified exact; local_arxiv, observed 2026-07-09T18:06:25.501235Z

Source-reported events for the cited work

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

Observation e061c8d9-f03d-40af-8197-0cc432817666 · inbound

UMI3D: Robust 3D Generation on Unconstrained Multi-Image Inputs via Simultaneous Focus Cross-Attention Routing cites this paper.

UMI3D: Robust 3D Generation on Unconstrained Multi-Image Inputs via Simultaneous Focus Cross-Attention Routing Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-31T18:55:32.112040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ef7751a-9a5e-4dec-b03c-37db96c47300 · inbound

MSVS-VAE: Multi-Scale Anchored VecSet for High-Fidelity 3D Reconstruction cites this paper.

MSVS-VAE: Multi-Scale Anchored VecSet for High-Fidelity 3D Reconstruction Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-31T15:01:19.338325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.