(63) Since α f < 1/ρ L, we have ρ Lα f 2 < 1 2 , hence 1− ρ Lα f 2 > 1 2

(61) 19 Substituting the update θ (t+1) L − θ (t) L =− α f∇L (t) L (θ (t) L ) gives L(t) L (θ (t+1) L )≤L (t) L (θ (t) L )− α f∥∇L (t) L (θ (t) L )∥2 2 + ρLα 2 f 2 ∥∇L (t) L (θ (t)

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LightTune: Lightweight Forward-Only Online Fine-Tuning with Applications to Link Adaptation

cs.NI · 2026-04-14 · unverdicted · novelty 4.0 · 2 refs

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.

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LightTune: Lightweight Forward-Only Online Fine-Tuning with Applications to Link Adaptation cs.NI · 2026-04-14 · unverdicted · none · ref 46 · 2 links
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.

(63) Since α f < 1/ρ L, we have ρ Lα f 2 < 1 2 , hence 1− ρ Lα f 2 > 1 2

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