Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T12:34:18.233051Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T12:34:18.233051Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
2 of 2 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7be90f71-e9ed-4ae2-aeed-f2c849e98922 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 271d0a5c-e708-4be5-8b5e-f62e32815ccd · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.