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Paper Citation Record · LEDGER

On the Intrinsic Limits of Transformer Image Embeddings in Non-Solvable Spatial Reasoning

As of 17 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 0 inbound Pith citation observations for arXiv:2601.03048.

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

pith.paper-citation-record.v1
2601.03048 v2

Coverage vector

measured 2 of 2 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T12:34:18.233051Z

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

2 of 2 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7be90f71-e9ed-4ae2-aeed-f2c849e98922 · outbound

This paper cites This is particularly relevant for models like DINOv2 where geometry is often encoded in directionality.

On the Intrinsic Limits of Transformer Image Embeddings in Non-Solvable Spatial Reasoning This is particularly relevant for models like DINOv2 where geometry is often encoded in directionality

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T12:34:18.233051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T12:34:18.233051Z digest=sha256:26b752a8e040671b55a106dcb97e36f5784cd81fc51c2b08713180a97016c508

Observation 271d0a5c-e708-4be5-8b5e-f62e32815ccd · outbound

This paper cites Efficient Rotation Invariance in Deep Neural Networks through Artificial Mental Rotation.

On the Intrinsic Limits of Transformer Image Embeddings in Non-Solvable Spatial Reasoning Efficient Rotation Invariance in Deep Neural Networks through Artificial Mental Rotation

Reference 235

Resolution
unresolved
no resolver link, observed 2026-08-03T12:34:18.071361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T12:34:18.071361Z digest=sha256:a8b3fa5e2208cdedac55d08adf8388ae89deeda3b0ee7cdc97459e67c99fd353

Pith citing papers

No inbound Pith citation observations are available.