Author

Zi-Yu Li

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#artificial intelligence Preprint Sep 2026

ECG-Scroll: A Long-Horizon, Streaming Benchmark and Agent Environment for Interpretation of Ambulatory Electrocardiograms

A recast long-duration ECG interpretation as a long-horizon, online (streaming, causal) sequential decision process and introduces ECG-Scroll, which evaluates a signal-threshold rule agent alongside off-the-shelf LLM agents online, characterizing how they use memory, tools, and planning and where the benchmark's head-r...

Hai-Tao Li, Cheng-Lin Li, Zheng-Yao Ding et al. · 0 citations

Brugada Detection from 12-Lead ECG Using a Multi-Scale Hybrid Transformer with Explainability

An end-to-end Multi-Scale Hybrid Transformer model was developed to capture both local morphological features and long-range temporal dependencies across multiple leads to demonstrate robust performance in detecting Brugada patterns from raw ECG inputs.

Jun-Mo An, Zi-Yu Li, D. Dzikowicz et al. · 1 citation