ECG-Mamba-V2: Architectural Refinements to a Bidirectional State Space Model for Multi-Label 12-Lead ECG Classification

arXiv:2510.13046 · cs.CV · Submitted 2025-10-14 · Read on arXiv

cs.CV

Submitted: 2025-10-14

Updated: 2026-09-18

Terminology

AUROC — 22× in this paper · explained in 2 episodes
Transformer — 10× in this paper · explained in 2 episodes
Transformer Architecture — 5× in this paper · explained in 2 episodes
Attention Mechanism — 4× in this paper · explained in 3 episodes
Adaptation — 3× in this paper · explained in 1 episode
1D CNN — 2× in this paper · explained in 2 episodes
Accuracy — 2× in this paper · explained in 1 episode
Benchmark — 2× in this paper · explained in 2 episodes
Feature Extraction — 2× in this paper · explained in 2 episodes
Representation Learning — 2× in this paper · explained in 2 episodes
Adam — 1× in this paper · explained in 2 episodes
Area Under the Receiver Operating Characteristic Curve — 1× in this paper
Benchmarking — 1× in this paper · explained in 4 episodes
Consistency — 1× in this paper · explained in 3 episodes
Convolutional Neural Networks (CNNs) — 1× in this paper · explained in 2 episodes
Core — 1× in this paper · explained in 2 episodes
Diagnostic Tools — 1× in this paper · explained in 2 episodes
Embeddings — 1× in this paper · explained in 2 episodes
Fidelity — 1× in this paper · explained in 2 episodes
Fine-Tuning — 1× in this paper · explained in 5 episodes
Loss Function — 1× in this paper · explained in 2 episodes
State Space Models (SSMs) — 1× in this paper · explained in 4 episodes
Wavelet Transform — 1× in this paper · explained in 2 episodes