Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Talking-Heads Attention
As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2003.02436.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-31T23:18:22.002545Z
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 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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.