48 citations · 58 across the 16 of their papers we have counts for
6 papers · 1 filter
Adaptive Unequal Error Protection for Semantic Split Learning over Wireless Channels
Vukan Ninkovic, Dejan Vukobratovic, Dragisa Miskovic +1
We propose a task-aware semantic split learning (SL) framework for wireless edge-cloud inference, in which the reliability of transmitted latent representations is dynamically adap…
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…
Rateless Autoencoder Codes: Trading off Decoding Delay and Reliability
Vukan Ninkovic, Dejan Vukobratovic, Christian Häger +2
Most of today's communication systems are designed to target reliable message recovery after receiving the entire encoded message (codeword). However, in many practical scenarios,…
Autoencoder-Based Unequal Error Protection Codes
Vukan Ninkovic, Dejan Vukobratovic, Christian Häger +2
We present a novel autoencoder-based approach for designing codes that provide unequal error protection (UEP) capabilities. The proposed design is based on a generalization of an a…
Deep Learning Based Packet Detection and Carrier Frequency Offset Estimation in IEEE 802.11ah
Vukan Ninkovic, Aleksandar Valka, Dejan Dumic +1
Wi-Fi systems based on the IEEE 802.11 standards are the most popular wireless interfaces that use Listen Before Talk (LBT) method for channel access. The distinctive feature of a…