mlsanityData to 14 Oct 2026

ATRIA: Adaptive Traceable ECG Reporting with Iterative Agents

arXiv 2606.24392 ↗First posted 23 Jun 2026cs.AIcited by 0

Not on the map. Why?

Abstract (arXiv)

Existing ECG report generation is tightly coupled -- interpretation and reporting fused end-to-end, so errors propagate without stage-level recourse -- while agent-based systems decouple tasks but remain single-pass, never revisiting earlier outputs. Clinical ECG reporting instead unfolds iteratively, requiring progressive context integration and bidirectional editing. We present textscATRIA, a multi-agent ECG reporting system that mirrors the clinician's iterative workflow: it binds every report claim to its supporting evidence, flags statements unsupported by that evidence, incorporates additional context mid-session, and lets clinicians verify and revise individual findings rather than accept one opaque output. Because its agents use ECG analysis models already in clinical use, the underlying findings are clinically trustworthy; and as a cloud-based web service, textscATRIA is ready for immediate deployment. We demonstrate textscATRIA through four interaction cases, with a live demo and video available.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 7 of its 24 references that are in the map. First posted on arXiv 23 Jun 2026.

Builds on

7 of 24 references.

References · 7

  1. 2019Automatic diagnosis of the 12-lead ECG using a deep neural networkcited by 164
  2. 2025GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Imagescited by 39
  3. 2024MEIT: Multimodal Electrocardiogram Instruction Tuning on Large Language Models for Report Generationcited by 29
  4. 2024Electrocardiogram Report Generation and Question Answering via Retrieval-Augmented Self-Supervised Modelingcited by 7
  5. 2026ECG-Agent: On-Device Tool-Calling Agent for ECG Multi-Turn Dialoguecited by 4
  6. 2026CARE-ECG: Causal Agent-based Reasoning for Explainable and Counterfactual ECG Interpretationcited by 2
  7. 2025ALFRED: Ask a Large-language model For Reliable ECG Diagnosiscited by 1

Built on by

Not cited yet.