Decoding the Heart’s Signals: A New Approach to Robust ECG Analysis
![The framework dissects signal generation into dual pathways-a Content Encoder extracting the core pathological factor [latex]Z_c[/latex] under physiological constraints, and a Style Encoder isolating non-causal background noise [latex]Z_s[/latex]-before recombining them via a Decoder to ensure sufficient and statistically orthogonal reconstruction of the original signal.](https://arxiv.org/html/2512.24564v1/cpr_framework_optimized.png)
Researchers have developed a novel framework that leverages causal reasoning and physiological knowledge to build ECG analysis models resilient to real-world variations and malicious attacks.







