Paper Citation Record · LEDGER

The emergence of clusters in self-attention dynamics

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2305.05465.

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

pith.paper-citation-record.v1
2305.05465 v6

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:26:03.020086Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

5
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 50d80990-dac3-4bab-86fb-056ef1c9cbeb · inbound

Clustering in pure-attention hardmax transformers and its role in sentiment analysis cites this paper.

Clustering in pure-attention hardmax transformers and its role in sentiment analysis The emergence of clusters in self-attention dynamics

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-28T01:23:22.248437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bca5581a-be33-4403-80b3-573e31a2d783 · inbound

Krause Synchronization Transformers cites this paper.

Krause Synchronization Transformers The emergence of clusters in self-attention dynamics

Reference 1998

Resolution: unresolved; no resolver link, observed 2026-08-03T00:11:42.950177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a245cc30-7c9c-4ce0-af70-8c566836a620 · inbound

What Makes Position Zero Special? A Mechanistic Study of Position Zero Attention Sinks in LLMs cites this paper.

What Makes Position Zero Special? A Mechanistic Study of Position Zero Attention Sinks in LLMs The emergence of clusters in self-attention dynamics

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T06:15:45.055088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f517bb93-5b72-4604-872c-f5c77bcb12de · inbound

Gradient Flow Structure and Quantitative Dynamics of Multi-Head Self-Attention cites this paper.

Gradient Flow Structure and Quantitative Dynamics of Multi-Head Self-Attention The emergence of clusters in self-attention dynamics

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-28T01:23:22.248437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9a6b309f-af9a-47bc-b381-af8b74d6aac8 · inbound

Gradient Flow Structure and Quantitative Dynamics of Multi-Head Self-Attention cites this paper.

Gradient Flow Structure and Quantitative Dynamics of Multi-Head Self-Attention The emergence of clusters in self-attention dynamics

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-28T01:23:22.248437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ac92faec-9658-4a68-903e-a3c550aaf1fa · inbound

A Unified Framework for Critical Scaling of Inverse Temperature in Self-Attention cites this paper.

A Unified Framework for Critical Scaling of Inverse Temperature in Self-Attention The emergence of clusters in self-attention dynamics

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-07-28T01:23:22.248437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 81abf421-eccf-4d48-a130-0e00c36894b4 · inbound

Correcting Influence: Unboxing LLM Outputs with Orthogonal Latent Spaces cites this paper.

Correcting Influence: Unboxing LLM Outputs with Orthogonal Latent Spaces The emergence of clusters in self-attention dynamics

Reference 103

Resolution: metadata mismatch; arxiv_id, observed 2026-07-28T01:23:22.248437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 44eaea6e-a993-4ab4-bfbd-7a5caf64a40d · inbound

Phase transitions for the noisy transformer model in arbitrary dimension cites this paper.

Phase transitions for the noisy transformer model in arbitrary dimension The emergence of clusters in self-attention dynamics

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-07-28T01:23:22.248437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation dd5dc8fa-2ea4-41cf-a126-93be4b8626d2 · inbound

Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator cites this paper.

Transient Reserves, Sink Dampers, and the Failure of Eigenvalue Reasoning in the Attention Propagator The emergence of clusters in self-attention dynamics

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T04:11:56.715045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9252b73-345b-46e4-bb89-0fb9e16bb2aa · inbound

On Transformer Dynamics cites this paper.

On Transformer Dynamics The emergence of clusters in self-attention dynamics

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T05:49:28.557396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83fad836-bfbd-47c0-bfdb-3f0fd43b162c · inbound

Self-Attention Dynamics with Rotary Position Embeddings: Twisted States and Explicit Consensus Rates on the Sphere cites this paper.

Self-Attention Dynamics with Rotary Position Embeddings: Twisted States and Explicit Consensus Rates on the Sphere The emergence of clusters in self-attention dynamics

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T13:07:58.307404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccd431d7-c189-4765-b3c6-7c65d23540a9 · inbound

Many-body Tipping Dynamics of ChatGPT-like AIs cites this paper.

Many-body Tipping Dynamics of ChatGPT-like AIs The emergence of clusters in self-attention dynamics

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T02:56:55.269124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e41c5ae-9382-46a1-a4f6-646801ab4392 · inbound

Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs cites this paper.

Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs The emergence of clusters in self-attention dynamics

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T04:41:09.926855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3adf5708-a035-491c-b71e-927566f225da · inbound

Clustered Attractor Manifolds and Dynamical Condensation in Self-Attention cites this paper.

Clustered Attractor Manifolds and Dynamical Condensation in Self-Attention The emergence of clusters in self-attention dynamics

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-14T04:26:03.020086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.