Paper Citation Record · LEDGER

Talking-Heads Attention

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2003.02436.

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

pith.paper-citation-record.v1
2003.02436 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:15:48.886209Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T13:04:40.447109Z

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 f0cebf4b-e2e1-47b6-830e-0458faf94f32 · inbound

Multi-matrix Factorization Attention cites this paper.

Multi-matrix Factorization Attention Talking-Heads Attention

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T00:55:03.976160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d5836cf-1de2-4be1-a22c-a0ee6ecd1593 · inbound

TalkLoRA: Communication-Aware Mixture of Low-Rank Adaptation for Large Language Models cites this paper.

TalkLoRA: Communication-Aware Mixture of Low-Rank Adaptation for Large Language Models Talking-Heads Attention

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:05:47.778068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3d49bedf-ffbc-4334-bfef-eafd0c088e38 · inbound

Position-Agnostic Pre-Projection for Transformer Attention: Nonlinear Feature Construction and Content Skip Before Q/K/V cites this paper.

Position-Agnostic Pre-Projection for Transformer Attention: Nonlinear Feature Construction and Content Skip Before Q/K/V Talking-Heads Attention

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:06:03.496691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d6f93596-cee1-477c-9503-a85583a2f197 · inbound

Nexusformer: Nonlinear Attention Expansion for Stable and Inheritable Transformer Scaling cites this paper.

Nexusformer: Nonlinear Attention Expansion for Stable and Inheritable Transformer Scaling Talking-Heads Attention

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:41:04.817981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b7bf033c-44ef-41b1-bd28-d54797045f57 · inbound

Motion-Compensated Weight Compression cites this paper.

Motion-Compensated Weight Compression Talking-Heads Attention

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:04:40.448553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 55154ef0-c3b0-4d2f-a448-6bb413d06f04 · inbound

LoSA-Net: A Localized and Scale-Adaptive Network for Boundary-Sensitive Prediction of Perineural Invasion in 3D MRI cites this paper.

LoSA-Net: A Localized and Scale-Adaptive Network for Boundary-Sensitive Prediction of Perineural Invasion in 3D MRI Talking-Heads Attention

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-14T07:49:00.628303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 949d0985-4d61-47f8-9b75-4abdcc3897d8 · inbound

Mosaic: A Fleet of User Embedding Specialists for Recommendation at Meta cites this paper.

Mosaic: A Fleet of User Embedding Specialists for Recommendation at Meta Talking-Heads Attention

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-31T23:18:22.002545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f58b5cce-e179-4fe6-8330-c8bd527997c1 · inbound

Power law graph attention: exact generalization of scaled dot-product attention, empirical collapse at inference cites this paper.

Power law graph attention: exact generalization of scaled dot-product attention, empirical collapse at inference Talking-Heads Attention

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-14T04:15:48.886209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.