Paper Citation Record · LEDGER

Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2403.06659.

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

pith.paper-citation-record.v1
2403.06659 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:15.874731Z

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

2
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 d5c4dd87-85a3-40d2-8547-703078a60847 · inbound

Signal, Image, or Symbolic: Exploring the Best Input Representation for Electrocardiogram-Language Models Through a Unified Framework cites this paper.

Signal, Image, or Symbolic: Exploring the Best Input Representation for Electrocardiogram-Language Models Through a Unified Framework Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:27:15.874731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f0cd9c3-9ea4-4f95-9ad8-1fd97b093519 · inbound

From Token to Rhythm: A Multi-Scale Approach for ECG-Language Pretraining cites this paper.

From Token to Rhythm: A Multi-Scale Approach for ECG-Language Pretraining Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T04:51:45.238162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a7fe25e-15c2-4da0-b545-32ef4b9c3fd3 · inbound

How Do Electrocardiogram Models Scale? cites this paper.

How Do Electrocardiogram Models Scale? Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:48:19.680763Z

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 053aaea0-a446-4caf-9d55-b230c6923e5b · inbound

Learning Cardiac Latent Representations in Vectorcardiogram Space cites this paper.

Learning Cardiac Latent Representations in Vectorcardiogram Space Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-06-28T23:42:49.687152Z

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 cf440c4b-518f-4903-8ce4-e17d9708702b · inbound

SPOTR: Spatio-temporal Pooling One-Token Reconstruction for Universal Physiological Signal Self-supervised Learning cites this paper.

SPOTR: Spatio-temporal Pooling One-Token Reconstruction for Universal Physiological Signal Self-supervised Learning Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:19:43.687013Z

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 b1aac559-0c33-472c-b35d-cbbecaf9884d · inbound

Physiology-Aware CNN and Zero-Shot Multimodal LLMs for ECG Image Classification: A Comparative Study cites this paper.

Physiology-Aware CNN and Zero-Shot Multimodal LLMs for ECG Image Classification: A Comparative Study Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-26T09:29:17.458251Z

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 dca3a7be-62c3-435f-a331-7be304fa9e60 · inbound

Do ECG Foundation Models Transfer to Rare Cardiac Diseases? Evidence from Brugada Syndrome Detection cites this paper.

Do ECG Foundation Models Transfer to Rare Cardiac Diseases? Evidence from Brugada Syndrome Detection Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T05:29:44.415283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c126d08-cab2-4dfc-a232-745d0ea330ab · inbound

EchoBridge: Long-Tail-Aware ECG-Echocardiography Text Alignment for Echocardiography-Derived Cardiac Findings cites this paper.

EchoBridge: Long-Tail-Aware ECG-Echocardiography Text Alignment for Echocardiography-Derived Cardiac Findings Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-31T11:54:43.213256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e4e4b37-411a-43f9-b031-38e5730b6363 · inbound

LAEF: A Lead-Agnostic ECG Foundation Model Towards Point-of-Care Diagnostics cites this paper.

LAEF: A Lead-Agnostic ECG Foundation Model Towards Point-of-Care Diagnostics Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T14:45:50.388745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.