CNNs achieve the best overall accuracy and efficiency for PPG-based affect recognition, with Transformers and Mamba showing no consistent advantage under identical evaluation conditions.
Enhanced ECG Signal Classification Using Multi -Branch Convolutions and Mamba Blocks With State-Space Models
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
PPG-Based Affect Recognition with Long-Range Deep Models: A Measurement-Driven Comparison of CNN, Transformer, and Mamba Architectures
CNNs achieve the best overall accuracy and efficiency for PPG-based affect recognition, with Transformers and Mamba showing no consistent advantage under identical evaluation conditions.