PPG-Bench: A Unified Benchmark for PPG Foundation Models

arXiv:2610.13435 · cs.LG · Submitted 2026-10-09 · Read on arXiv

cs.LG

Submitted: 2026-10-09

Updated: 2026-10-09

Code: https://github.com/mannas-ai/ppg-bench

Terminology

• Benchmark — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes

Sources

• Understanding intermediate layers using linear classifier probes
• SIGMA-PPG: Statistical-prior Informed Generative Masking Architecture for PPG Foundation Model
• SignalMC-MED: A Multimodal Benchmark for Evaluating Biosignal Foundation Models on Single-Lead ECG and PPG
• Generalist vs Specialist Time Series Foundation Models: Investigating Potential Emergent Behaviors in Assessing Human Health Using PPG Signals
• EEG-FM-Bench: A Comprehensive Benchmark for the Systematic Evaluation and Diagnostic Analyses of EEG Foundation Models

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