2 papers
cs.LG2025
Batch Normalization-Free Fully Integer Quantized Neural Networks via Progressive Tandem Learning
Pengfei Sun, Wenyu Jiang, Piew Yoong Chee +2
Quantised neural networks (QNNs) shrink models and reduce inference energy through low-bit arithmetic, yet most still depend on a running statistics batch normalisation (BN) layer,…
cs.SD2025
Parallel Delayed Memory Units for Enhanced Temporal Modeling in Biomedical and Bioacoustic Signal Analysis
Pengfei Sun, Wenyu Jiang, Paul Devos +1
Advanced deep learning architectures, particularly recurrent neural networks (RNNs), have been widely applied in audio, bioacoustic, and biomedical signal analysis, especially in d…