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ResearchFormerly WizWand

Channel prediction on Ray-Traced Velocity [0, 10) m/s

-17.08NMSE (dB)LWM
-18.21288-10.56594-2.9194.72794Feb 22, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LWMFine-tuning Samples (%)=1002026.02-17.08
LWMFine-tuning Samples (%)=502026.02-15.618
LWMFine-tuning Samples (%)=102026.02-15.356
LWMFine-tuning Samples (%)=22026.02-15.297
LWMFine-tuning Samples (%)=12026.02-15.232
LWMFine-tuning Samples (%)=02026.02-15.218
S&H (baseline)Fine-tuning Samples (%)=02026.02-10.665
S&H (baseline)Fine-tuning Samples (%)=12026.02-10.665
S&H (baseline)Fine-tuning Samples (%)=22026.02-10.665
S&H (baseline)Fine-tuning Samples (%)=102026.02-10.665
S&H (baseline)Fine-tuning Samples (%)=502026.02-10.665
S&H (baseline)Fine-tuning Samples (%)=1002026.02-10.665
WiFo-Base-RTFine-tuning Samples (%)=1002026.02-7.365
LSTM-PTFine-tuning Samples (%)=1002026.02-7.199
LSTM-PTFine-tuning Samples (%)=502026.02-7.111
LSTM-PTFine-tuning Samples (%)=102026.02-7.108
WiFo-Base-RTFine-tuning Samples (%)=502026.02-7.016
WiFo-BaseFine-tuning Samples (%)=1002026.02-6.917
WiFo-BaseFine-tuning Samples (%)=502026.02-6.891
GRU-PTFine-tuning Samples (%)=1002026.02-5.476
GRU-PTFine-tuning Samples (%)=502026.02-5.339
LSTM-PTFine-tuning Samples (%)=22026.02-5.167
GRU-PTFine-tuning Samples (%)=102026.02-4.84
LSTM-PTFine-tuning Samples (%)=12026.02-4.087
LSTM-PTFine-tuning Samples (%)=02026.02-4.085
WiFo-Tiny-RTFine-tuning Samples (%)=1002026.02-3.918
GRU-PTFine-tuning Samples (%)=22026.02-2.868
GRU-PTFine-tuning Samples (%)=12026.02-2.848
GRU-PTFine-tuning Samples (%)=02026.02-2.331
WiFo-Base-RTFine-tuning Samples (%)=102026.02-0.119
WiFo-Tiny-RTFine-tuning Samples (%)=502026.02-0.06
WiFo-BaseFine-tuning Samples (%)=102026.02-0.015
WiFo-Tiny-RTFine-tuning Samples (%)=102026.02-0.014
WiFo-Base-RTFine-tuning Samples (%)=22026.020.029
WiFo-BaseFine-tuning Samples (%)=22026.020.037
WiFo-Base-RTFine-tuning Samples (%)=12026.020.037
WiFo-BaseFine-tuning Samples (%)=12026.020.039
WiFo-Tiny-RTFine-tuning Samples (%)=22026.020.059
WiFo-TinyFine-tuning Samples (%)=502026.020.07
WiFo-TinyFine-tuning Samples (%)=1002026.020.07
WiFo-Tiny-RTFine-tuning Samples (%)=12026.020.155
WiFo-TinyFine-tuning Samples (%)=102026.020.621
WiFo-BaseFine-tuning Samples (%)=02026.021.105
WiFo-Base-RTFine-tuning Samples (%)=02026.021.105
WiFo-TinyFine-tuning Samples (%)=22026.023.586
WiFo-TinyFine-tuning Samples (%)=12026.023.591
WiFo-Tiny-RTFine-tuning Samples (%)=02026.023.634
WiFo-TinyFine-tuning Samples (%)=02026.0211.242