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Paper Citation Record · LEDGER

Teach Multimodal LLMs to Comprehend Electrocardiographic Images

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2410.19008.

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

pith.paper-citation-record.v1
2410.19008 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T12:20:25.791542Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T21:19:03.025305Z

Reference resolution

0 of 0 outbound references displayed

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  • verified fuzzy0
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  • 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 6ac4de66-5d36-45c4-9cd6-3a734df59590 · inbound

ECG-Byte: A Tokenizer for End-to-End Generative Electrocardiogram Language Modeling cites this paper.

ECG-Byte: A Tokenizer for End-to-End Generative Electrocardiogram Language Modeling Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T12:20:25.791542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:20:25.791542Z digest=sha256:a3437009ae33fab63c8890fad6b1819f357b4b13971075d056362eb922224087

Observation 7112ccb6-b797-4d50-be3b-5d8b75a89f8d · inbound

High-Accuracy ECG Image Interpretation using Parameter-Efficient LoRA Fine-Tuning with Multimodal LLaMA 3.2 cites this paper.

High-Accuracy ECG Image Interpretation using Parameter-Efficient LoRA Fine-Tuning with Multimodal LLaMA 3.2 Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-09T23:11:21.170806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:11:21.170806Z digest=sha256:a315c4eb44b8d31c47476942835d92cce7be13c79004e1e2a8c43384bd617948

Observation 7fc79f0d-5245-4603-bfc4-6172432d9b53 · 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 Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:16.090075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:27:16.090075Z digest=sha256:3d45a68680a0cddc26586c74069372663a3aa3499b278d81a363505459484fa6

Observation 97a05837-3611-4e38-9d28-fc451941d268 · 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 Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T04:51:45.248711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:51:45.248711Z digest=sha256:e44e1cfc052ba40c5f4696ce8fb10dd366ec35fbb2aa4d10c1f45ae102d242d6

Observation 57fd0049-7678-4875-b7fe-06907cf61f79 · inbound

UniECG: Understanding and Generating ECG in One Unified Model cites this paper.

UniECG: Understanding and Generating ECG in One Unified Model Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T15:45:10.095832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T15:45:10.095832Z digest=sha256:cbdfc97e7549a301dcfc2c00311d44250bb6c8ba88da60eaccead761db550ae3

Observation dd433714-503f-4de0-aa68-ebc8f3c264fb · inbound

PulseLM: A Foundation Dataset and Benchmark for PPG-Text Learning cites this paper.

PulseLM: A Foundation Dataset and Benchmark for PPG-Text Learning Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-16T02:20:30.235396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-16T02:19:57.346471Z digest=sha256:12d2693272bddf72ec51a352bd3bfa672f51c43f461be2a345944a200affc89e

Observation 11e14b6a-3095-4ff5-94aa-55bcb0d485f2 · inbound

LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics cites this paper.

LLaTiSA: Towards Difficulty-Stratified Time Series Reasoning from Visual Perception to Semantics Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-10T06:26:27.653406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T06:22:14.332932Z digest=sha256:7d17448949e6ae61507f6527e90b560085cbefb24e8766a60eb2772e698b3f9a

Observation 63b15491-6577-426e-a53c-60aef2c2ff52 · inbound

DeepArrhythmia: Segment-Contextualized ECG Arrhythmia Classification via Selective Evidence Acquisition cites this paper.

DeepArrhythmia: Segment-Contextualized ECG Arrhythmia Classification via Selective Evidence Acquisition Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:19:03.027087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-20T21:17:33.225734Z digest=sha256:f830e51a129804452ce802b4adbdeb2cd1dc825bc4e099ab10f7c5dd9f570069

Observation 202d9fa6-b12b-433a-8466-e54834e93221 · inbound

Reasoning Before Diagnosis: Physician-Inspired Structured Thinking for ECG Classification cites this paper.

Reasoning Before Diagnosis: Physician-Inspired Structured Thinking for ECG Classification Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-20T13:38:19.224671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-20T13:36:24.853780Z digest=sha256:3faa550a0e26fb41f8f379423c5f33cc20ca15311062fd5a44e2569a5401f3ae

Observation a31bad22-b83a-4cb0-be37-831145af37c1 · inbound

Enhancing Explainable Cardiac Diagnosis with Guide-Grounded Multimodal LLMs cites this paper.

Enhancing Explainable Cardiac Diagnosis with Guide-Grounded Multimodal LLMs Teach Multimodal LLMs to Comprehend Electrocardiographic Images

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-01T09:20:25.741693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T09:20:25.741693Z digest=sha256:a7c762a2dd926a76f8e713171bbbd4fcfaed573737afdda002714c3af3c48673