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ResearchFormerly WizWand

Channel prediction on Stochastic Velocity [0, 10) m/s

-34.417NMSE (dB)S&H (baseline)
-35.9414-25.6517-15.362-5.0723Feb 22, 2026
Updated 7mo ago

Evaluation results

MethodLinks
S&H (baseline)Fine-tuning Samples (%)=02026.02-34.417
S&H (baseline)Fine-tuning Samples (%)=12026.02-34.417
S&H (baseline)Fine-tuning Samples (%)=22026.02-34.417
S&H (baseline)Fine-tuning Samples (%)=102026.02-34.417
S&H (baseline)Fine-tuning Samples (%)=502026.02-34.417
S&H (baseline)Fine-tuning Samples (%)=1002026.02-34.417
LWMFine-tuning Samples (%)=1002026.02-19.658
LWMFine-tuning Samples (%)=502026.02-15.512
GRU-PTFine-tuning Samples (%)=1002026.02-14.466
LSTM-PTFine-tuning Samples (%)=1002026.02-14.39
GRU-PTFine-tuning Samples (%)=502026.02-13.136
WiFo-Base-RTFine-tuning Samples (%)=1002026.02-13.101
LSTM-PTFine-tuning Samples (%)=502026.02-12.829
WiFo-BaseFine-tuning Samples (%)=1002026.02-12.696
LSTM-PTFine-tuning Samples (%)=102026.02-10.283
LWMFine-tuning Samples (%)=102026.02-9.904
WiFo-Base-RTFine-tuning Samples (%)=502026.02-9.408
LWMFine-tuning Samples (%)=22026.02-8.506
GRU-PTFine-tuning Samples (%)=102026.02-8.432
WiFo-BaseFine-tuning Samples (%)=502026.02-7.557
LWMFine-tuning Samples (%)=12026.02-7.551
LWMFine-tuning Samples (%)=02026.02-6.777
LSTM-PTFine-tuning Samples (%)=22026.02-6.756
LSTM-PTFine-tuning Samples (%)=12026.02-6.129
LSTM-PTFine-tuning Samples (%)=02026.02-6.105
WiFo-Tiny-RTFine-tuning Samples (%)=1002026.02-5.52
GRU-PTFine-tuning Samples (%)=22026.02-3.628
WiFo-Base-RTFine-tuning Samples (%)=102026.02-3.109
GRU-PTFine-tuning Samples (%)=12026.02-3.062
GRU-PTFine-tuning Samples (%)=02026.02-3.054
WiFo-TinyFine-tuning Samples (%)=1002026.02-1.982
WiFo-BaseFine-tuning Samples (%)=102026.02-1.694
WiFo-Base-RTFine-tuning Samples (%)=22026.02-0.495
WiFo-BaseFine-tuning Samples (%)=22026.02-0.484
WiFo-Base-RTFine-tuning Samples (%)=12026.020.01
WiFo-BaseFine-tuning Samples (%)=12026.020.011
WiFo-BaseFine-tuning Samples (%)=02026.020.034
WiFo-Base-RTFine-tuning Samples (%)=02026.020.034
WiFo-Tiny-RTFine-tuning Samples (%)=502026.020.073
WiFo-TinyFine-tuning Samples (%)=502026.020.193
WiFo-Tiny-RTFine-tuning Samples (%)=102026.020.862
WiFo-TinyFine-tuning Samples (%)=102026.021.398
WiFo-Tiny-RTFine-tuning Samples (%)=22026.021.646
WiFo-Tiny-RTFine-tuning Samples (%)=12026.022.225
WiFo-TinyFine-tuning Samples (%)=22026.022.467
WiFo-TinyFine-tuning Samples (%)=12026.022.777
WiFo-Tiny-RTFine-tuning Samples (%)=02026.023.154
WiFo-TinyFine-tuning Samples (%)=02026.023.693