Paper Citation Record · LEDGER

GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2412.04384.

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

pith.paper-citation-record.v1
2412.04384 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:11:42.588256Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T14:08:22.618733Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation aac0a6e5-27bc-42cd-b517-239317a8aadb · inbound

SHTOcc: Effective 3D Occupancy Prediction with Sparse Head and Tail Voxels cites this paper.

SHTOcc: Effective 3D Occupancy Prediction with Sparse Head and Tail Voxels GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:11:42.588256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c46607a2-0075-4bb9-94c8-b2a0fe43c548 · inbound

S2GO: Streaming Sparse Gaussian Occupancy Prediction cites this paper.

S2GO: Streaming Sparse Gaussian Occupancy Prediction GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T10:27:09.629639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65416928-b9a1-42d4-a775-ceb9ac6f83e8 · inbound

QuadricFormer: Scene as Superquadrics for 3D Semantic Occupancy Prediction cites this paper.

QuadricFormer: Scene as Superquadrics for 3D Semantic Occupancy Prediction GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T04:19:20.393248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42be4cee-d5ec-4fb3-bf49-568b6cfb2c4c · inbound

GaussianFusionOcc: A Seamless Sensor Fusion Approach for 3D Occupancy Prediction Using 3D Gaussians cites this paper.

GaussianFusionOcc: A Seamless Sensor Fusion Approach for 3D Occupancy Prediction Using 3D Gaussians GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T14:36:05.471169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8284410-43eb-41ce-a38c-cee869dbe717 · inbound

Monocular Open Vocabulary Occupancy Prediction for Indoor Scenes cites this paper.

Monocular Open Vocabulary Occupancy Prediction for Indoor Scenes GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-21T11:54:09.190507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 04ecca54-b1dd-4c1f-bb08-22e9ac25caef · inbound

VISA: VLM-Guided Instance Semantic Auditing for 3D Occupancy World Models cites this paper.

VISA: VLM-Guided Instance Semantic Auditing for 3D Occupancy World Models GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:08:22.620277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a6ddb69f-17dc-447b-b2e8-8047d76b8f55 · inbound

VISA: VLM-Guided Instance Semantic Auditing for 3D Occupancy World Models cites this paper.

VISA: VLM-Guided Instance Semantic Auditing for 3D Occupancy World Models GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-15T10:49:28.959330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a39b90ab-4f01-4988-9118-3be089b3bbf3 · inbound

SparseOcc++: Geometry-Aware Sparse Latent Representation for Semantic Occupancy Prediction cites this paper.

SparseOcc++: Geometry-Aware Sparse Latent Representation for Semantic Occupancy Prediction GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-11T14:25:21.264423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b735f0d1-97ba-45f5-9226-6bce2e148ac3 · inbound

RayOcc: Occlusion-Aware Ray Occupancy Estimation via Gaussian Mixture Intensity cites this paper.

RayOcc: Occlusion-Aware Ray Occupancy Estimation via Gaussian Mixture Intensity GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T17:26:11.784775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16698586-3505-4411-a6d6-5b2672bd4ea5 · inbound

GaussianSeed: Hierarchical Gaussian Seeding for High-Resolution 3D Occupancy Prediction cites this paper.

GaussianSeed: Hierarchical Gaussian Seeding for High-Resolution 3D Occupancy Prediction GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T10:56:44.971867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5cbd607-8b1d-4ed3-bd04-ed0677833e68 · inbound

FPSGen: Flexible Point Cloud Scene Generation with BEV-Supported Transport Flows cites this paper.

FPSGen: Flexible Point Cloud Scene Generation with BEV-Supported Transport Flows GaussianFormer-2: Probabilistic Gaussian Superposition for Efficient 3D Occupancy Prediction

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T11:43:11.608179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.