Paper Citation Record · LEDGER

Decentralized Attention Fails Centralized Signals: Rethinking Transformers for Medical Time Series

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2602.18473.

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

pith.paper-citation-record.v1
2602.18473 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T01:44:39.602004Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-01T14:35:46.799062Z

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 dc1202b6-0eef-4054-8826-992b62c8443a · inbound

AutoSOTA: An End-to-End Automated Research System for State-of-the-Art AI Model Discovery cites this paper.

AutoSOTA: An End-to-End Automated Research System for State-of-the-Art AI Model Discovery Decentralized Attention Fails Centralized Signals: Rethinking Transformers for Medical Time Series

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T09:23:40.328143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c44bb876-46be-466a-8d03-b9efb482617b · inbound

Spectral Priors vs. Attention: Investigating the Utility of Attention Mechanisms in EEG-Based Diagnosis cites this paper.

Spectral Priors vs. Attention: Investigating the Utility of Attention Mechanisms in EEG-Based Diagnosis Decentralized Attention Fails Centralized Signals: Rethinking Transformers for Medical Time Series

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-05-19T15:47:38.872158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8becba78-3e01-4291-a761-54ec8bb6c8d8 · inbound

Spectral Priors vs. Attention: Investigating the Utility of Attention Mechanisms in EEG-Based Diagnosis cites this paper.

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-07-01T14:35:46.800728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 968f046c-aa68-4a8c-91de-b1cfebb321ff · inbound

Rethinking EEG-Based Disease Diagnosis: Decoupling Instance Representation Learning from Subject-Level Supervision cites this paper.

Rethinking EEG-Based Disease Diagnosis: Decoupling Instance Representation Learning from Subject-Level Supervision Decentralized Attention Fails Centralized Signals: Rethinking Transformers for Medical Time Series

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-01T10:44:17.976584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7da22fe6-6951-4e5f-b095-b4868bc9c1a1 · inbound

Rethinking EEG-Based Disease Diagnosis: Decoupling Instance Representation Learning from Subject-Level Supervision cites this paper.

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-03T01:44:39.602004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.