Paper Citation Record · LEDGER

Anisotropy Is Inherent to Self-Attention in Transformers

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2401.12143.

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

pith.paper-citation-record.v1
2401.12143 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 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T14:04:55.358274Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T13:15:45.646006Z

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 4714ca2a-48d3-4aef-934c-ae5afc12bcec · inbound

On the Emergence of Position Bias in Transformers cites this paper.

On the Emergence of Position Bias in Transformers Anisotropy Is Inherent to Self-Attention in Transformers

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T14:04:55.358274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6a7acab-8dd3-49b2-ac3e-4bb3cfa79388 · inbound

Ask and Remember: A Questions-Only Replay Strategy for Continual Visual Question Answering cites this paper.

Ask and Remember: A Questions-Only Replay Strategy for Continual Visual Question Answering Anisotropy Is Inherent to Self-Attention in Transformers

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T22:40:35.451956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8939f1cf-7160-4656-8ccc-3c534c08db16 · inbound

LoRA-DA: Data-Aware Initialization for Low-Rank Adaptation via Asymptotic Analysis cites this paper.

LoRA-DA: Data-Aware Initialization for Low-Rank Adaptation via Asymptotic Analysis Anisotropy Is Inherent to Self-Attention in Transformers

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-18T03:02:22.005690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 52d01e4a-8e01-4f6a-8b85-d186aa702c5e · inbound

Formalizing Latent Thoughts: Four Axioms of Thought Representation in LLMs cites this paper.

Formalizing Latent Thoughts: Four Axioms of Thought Representation in LLMs Anisotropy Is Inherent to Self-Attention in Transformers

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:15:45.655913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.