Benjamin J GilbertRadioML 2018.01A for open-set recognition (OSR) in RF ensembles is a gold-standard synthetic RF for modulation recognition, ideal for OSR experiments. Treat known classes (e.g., BPSK, QAM) closed-set taxonomy and hold out subsets (e.g., noise, unseen modulations) as "Unknown" for abstention testing. Reproducible, SNR-stratified, integrates seamlessly where we evaluate thresholding (max-prob, entropy, energy) with OSCR curves and AU-PR on synthetic benchmarks with held-out unknowns.
Marcus MüllerNow, Ere Oh and Matt Carrick are presenting TorchSig for Spectrogram analysis AND synthesis at #GRCon24 !
Reminder that slides are up in our schedule; https://events.gnuradio.org/event/24/contributions/628/ , and the live stream (https://grcon.stream) will later be cut and uploaded
#ML #RadioML #PyTorch
Reminder that slides are up in our schedule; https://events.gnuradio.org/event/24/contributions/628/ , and the live stream (https://grcon.stream) will later be cut and uploaded
#ML #RadioML #PyTorch
GNU Radio Conference 2024
GNU Radio Conference (GRCon) is the annual conference for the GNU Radio project and community, and has established itself as one of the premier industry events for Software Radio. It is a week-long conference that includes high-quality technical content and valuable networking opportunities. GRCon is a venue that highlights design, implementation, and theory that has been practically applied in a useful way. GRCon attendees come from a large variety of backgrounds, including industry,...