LightTune is a backpropagation-free online fine-tuning framework that reduces BLER prediction error by up to 48.8% and improves throughput by 15.5% in 6G link adaptation.
Statistical AI/ML model monitoring for 5G/6G: Interference prediction case study,
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LightTune: Lightweight Forward-Only Online Fine-Tuning with Applications to Link Adaptation
LightTune is a backpropagation-free online fine-tuning framework that reduces BLER prediction error by up to 48.8% and improves throughput by 15.5% in 6G link adaptation.