48 citations · 58 across the 16 of their papers we have counts for
3 papers · 1 filter
Learning Binary Autoencoder-Based Codes with Progressive Training
Vukan Ninkovic, Dejan Vukobratovic
Error correcting codes play a central role in digital communication, ensuring that transmitted information can be accurately reconstructed despite channel impairments. Recently, au…
Structured Superposition of Autoencoders for UEP Codes at Intermediate Blocklengths
Vukan Ninkovic, Dejan Vukobratovic
Unequal error protection (UEP) coding that enables differentiated reliability levels within a transmitted message is essential for modern communication systems. Autoencoder (AE)-ba…
Efficient Split Learning LSTM Models for FPGA-based Edge IoT Devices
Romina Soledad Molina, Vukan Ninkovic, Dejan Vukobratovic +2
Split Learning (SL) recently emerged as an efficient paradigm for distributed Machine Learning (ML) suitable for the Internet Of Things (IoT)-Cloud systems. However, deploying SL o…