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ResearchFormerly WizWand

Channel prediction on Ray-Traced Velocity [10, 20) m/s]

-14.045NMSE (dB)LWM
-15.05372-8.24486-1.4365.37286Feb 22, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LWMFine-tuning Samples (%)=1002026.02-14.045
LWMFine-tuning Samples (%)=502026.02-13.226
LWMFine-tuning Samples (%)=102026.02-13.038
LWMFine-tuning Samples (%)=22026.02-12.782
LWMFine-tuning Samples (%)=12026.02-12.717
LWMFine-tuning Samples (%)=02026.02-12.664
LSTM-PTFine-tuning Samples (%)=1002026.02-7.352
LSTM-PTFine-tuning Samples (%)=502026.02-7.301
LSTM-PTFine-tuning Samples (%)=102026.02-7.151
LSTM-PTFine-tuning Samples (%)=22026.02-5.482
WiFo-Base-RTFine-tuning Samples (%)=1002026.02-5.058
GRU-PTFine-tuning Samples (%)=1002026.02-5.035
GRU-PTFine-tuning Samples (%)=102026.02-4.658
GRU-PTFine-tuning Samples (%)=502026.02-4.481
LSTM-PTFine-tuning Samples (%)=12026.02-4.151
WiFo-BaseFine-tuning Samples (%)=1002026.02-4.148
LSTM-PTFine-tuning Samples (%)=02026.02-4.085
WiFo-Tiny-RTFine-tuning Samples (%)=1002026.02-3.535
GRU-PTFine-tuning Samples (%)=22026.02-2.621
GRU-PTFine-tuning Samples (%)=12026.02-2.458
GRU-PTFine-tuning Samples (%)=02026.02-2.331
S&H (baseline)Fine-tuning Samples (%)=02026.02-1.66
S&H (baseline)Fine-tuning Samples (%)=12026.02-1.66
S&H (baseline)Fine-tuning Samples (%)=22026.02-1.66
S&H (baseline)Fine-tuning Samples (%)=102026.02-1.66
S&H (baseline)Fine-tuning Samples (%)=502026.02-1.66
S&H (baseline)Fine-tuning Samples (%)=1002026.02-1.66
WiFo-BaseFine-tuning Samples (%)=502026.020.063
WiFo-Base-RTFine-tuning Samples (%)=502026.020.066
WiFo-BaseFine-tuning Samples (%)=102026.020.099
WiFo-Tiny-RTFine-tuning Samples (%)=502026.020.13
WiFo-Tiny-RTFine-tuning Samples (%)=102026.020.137
WiFo-TinyFine-tuning Samples (%)=1002026.020.143
WiFo-Base-RTFine-tuning Samples (%)=102026.020.158
WiFo-Base-RTFine-tuning Samples (%)=22026.020.227
WiFo-BaseFine-tuning Samples (%)=22026.020.235
WiFo-Tiny-RTFine-tuning Samples (%)=22026.020.382
WiFo-TinyFine-tuning Samples (%)=502026.020.432
WiFo-BaseFine-tuning Samples (%)=12026.020.482
WiFo-Base-RTFine-tuning Samples (%)=12026.020.533
WiFo-Tiny-RTFine-tuning Samples (%)=12026.020.711
WiFo-BaseFine-tuning Samples (%)=02026.021.094
WiFo-Base-RTFine-tuning Samples (%)=02026.021.094
WiFo-TinyFine-tuning Samples (%)=102026.022.83
WiFo-Tiny-RTFine-tuning Samples (%)=02026.023.583
WiFo-TinyFine-tuning Samples (%)=22026.027.941
WiFo-TinyFine-tuning Samples (%)=12026.027.987
WiFo-TinyFine-tuning Samples (%)=02026.0211.173