2 papers
eess.SP2026
Condition-Wise Sinkhorn Drifting for One-Shot Learned Channel Simulation
Rick Fritschek, Rafael F. Schaefer
Learned communication systems may evaluate stochastic channel surrogates millions of times inside differentiable training loops, making diffusion-style reverse sampling expensive.…
cs.IT2025
MinGRU-Based Encoder for Turbo Autoencoder Frameworks
Rick Fritschek, Rafael F. Schaefer
Early neural channel coding approaches leveraged dense neural networks with one-hot encodings to design adaptive encoder-decoder pairs, improving block error rate (BLER) and automa…