Pith. sign in

Paper Citation Record · LEDGER

The underlying structures of self-attention: symmetry, directionality, and emergent dynamics in Transformer training

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2502.10927.

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

pith.paper-citation-record.v1
2502.10927 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T23:26:28.158991Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T23:42:49.940596Z

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 418ade63-d735-42d3-b70f-64cf226f8c33 · inbound

Uncovering the Latent Potential of Deep Intermediate Representations cites this paper.

Uncovering the Latent Potential of Deep Intermediate Representations The underlying structures of self-attention: symmetry, directionality, and emergent dynamics in Transformer training

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-25T05:36:39.284937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=arxiv_source observed=2026-05-25T05:36:24.743558Z digest=sha256:065d6d4436c3fe54fc4a019392268165c063d948804908771ac600989c93efc8

Observation 3de1c419-126d-4981-9d1c-105f76f45d4d · inbound

Agentic Transformers Provably Learn to Search via Reinforcement Learning cites this paper.

Agentic Transformers Provably Learn to Search via Reinforcement Learning The underlying structures of self-attention: symmetry, directionality, and emergent dynamics in Transformer training

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-06-28T23:42:49.941921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=arxiv_source observed=2026-06-28T23:26:28.158991Z digest=sha256:b4833f8cc28fa18cde315029d49188ef96e748e15f718dd16025b65d8dc3c9ef