Pith. sign in

Paper Citation Record · LEDGER

UniOcc: A Unified Benchmark for Occupancy Forecasting and Prediction in Autonomous Driving

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2503.24381.

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

pith.paper-citation-record.v1
2503.24381 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:22:13.426154Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T05:29:05.025603Z

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 372a26a9-870e-4b30-9f01-d7746e081e07 · inbound

GS-Occ3D: Scaling Vision-only Occupancy Reconstruction with Gaussian Splatting cites this paper.

GS-Occ3D: Scaling Vision-only Occupancy Reconstruction with Gaussian Splatting UniOcc: A Unified Benchmark for Occupancy Forecasting and Prediction in Autonomous Driving

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-06T14:22:13.426154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:22:13.426154Z digest=sha256:723057433f36492132dbfcc42419c5dc31bc4117f6b7e66b4d7ac16557e9c42c

Observation bc85086f-ec27-4245-b436-3fa42575f5e3 · inbound

OmniNWM: Omniscient Driving Navigation World Models cites this paper.

OmniNWM: Omniscient Driving Navigation World Models UniOcc: A Unified Benchmark for Occupancy Forecasting and Prediction in Autonomous Driving

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-04T08:57:14.854280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:57:14.854280Z digest=sha256:c91fa227e93cb8e08e047d115e7f367bbf277096fb439599f1c8566e9c9777f7

Observation f4a9f572-628c-4945-8c45-3eb164c2b7eb · inbound

SparseWorld-TC: Trajectory-Conditioned Sparse Occupancy World Model cites this paper.

SparseWorld-TC: Trajectory-Conditioned Sparse Occupancy World Model UniOcc: A Unified Benchmark for Occupancy Forecasting and Prediction in Autonomous Driving

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-17T05:29:05.027921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-17T05:26:34.859975Z digest=sha256:2aaa1b8e31963349af976e55970270fd57f5ef6e25891f8a5aafc156493194d9

Observation 46700a24-11b2-414f-a6d1-457b048c729c · inbound

DynFlowDrive: Flow-Based Dynamic World Modeling for Autonomous Driving cites this paper.

DynFlowDrive: Flow-Based Dynamic World Modeling for Autonomous Driving UniOcc: A Unified Benchmark for Occupancy Forecasting and Prediction in Autonomous Driving

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-15T09:09:53.285777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-05-15T09:07:01.727331Z digest=sha256:4e6e8afb7c155ec32ebc46e0842c0efb92e0e1e3aff7c829a6e5dda2cca04dad