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ResearchFormerly WizWand

Channel prediction on Ray-Traced Velocity [20, 30) m/s

-11.545NMSE (dB)LWM
-12.47648-6.188990.09856.38599Feb 22, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LWMFine-tuning Samples (%)=1002026.02-11.545
LWMFine-tuning Samples (%)=502026.02-11.009
LWMFine-tuning Samples (%)=102026.02-8.62
LWMFine-tuning Samples (%)=22026.02-8.403
LWMFine-tuning Samples (%)=12026.02-8.088
LWMFine-tuning Samples (%)=02026.02-7.993
LSTM-PTFine-tuning Samples (%)=1002026.02-7.318
LSTM-PTFine-tuning Samples (%)=502026.02-7.069
LSTM-PTFine-tuning Samples (%)=102026.02-7.052
GRU-PTFine-tuning Samples (%)=1002026.02-5.818
GRU-PTFine-tuning Samples (%)=502026.02-5.805
LSTM-PTFine-tuning Samples (%)=22026.02-5.651
GRU-PTFine-tuning Samples (%)=102026.02-5.647
WiFo-Base-RTFine-tuning Samples (%)=1002026.02-4.723
LSTM-PTFine-tuning Samples (%)=12026.02-4.123
LSTM-PTFine-tuning Samples (%)=02026.02-4.085
GRU-PTFine-tuning Samples (%)=22026.02-2.598
GRU-PTFine-tuning Samples (%)=12026.02-2.536
GRU-PTFine-tuning Samples (%)=02026.02-2.331
WiFo-Base-RTFine-tuning Samples (%)=502026.02-0.717
WiFo-BaseFine-tuning Samples (%)=1002026.02-0.595
WiFo-BaseFine-tuning Samples (%)=502026.020.071
WiFo-Tiny-RTFine-tuning Samples (%)=1002026.020.079
WiFo-BaseFine-tuning Samples (%)=102026.020.101
WiFo-Tiny-RTFine-tuning Samples (%)=502026.020.111
WiFo-BaseFine-tuning Samples (%)=22026.020.161
WiFo-TinyFine-tuning Samples (%)=1002026.020.171
WiFo-Base-RTFine-tuning Samples (%)=22026.020.173
WiFo-Base-RTFine-tuning Samples (%)=12026.020.177
WiFo-BaseFine-tuning Samples (%)=12026.020.218
WiFo-Base-RTFine-tuning Samples (%)=102026.020.238
WiFo-Tiny-RTFine-tuning Samples (%)=102026.020.403
WiFo-Tiny-RTFine-tuning Samples (%)=22026.020.506
WiFo-Tiny-RTFine-tuning Samples (%)=12026.020.542
WiFo-TinyFine-tuning Samples (%)=502026.020.577
WiFo-BaseFine-tuning Samples (%)=02026.021.233
WiFo-Base-RTFine-tuning Samples (%)=02026.021.233
S&H (baseline)Fine-tuning Samples (%)=02026.021.834
S&H (baseline)Fine-tuning Samples (%)=12026.021.834
S&H (baseline)Fine-tuning Samples (%)=22026.021.834
S&H (baseline)Fine-tuning Samples (%)=102026.021.834
S&H (baseline)Fine-tuning Samples (%)=502026.021.834
S&H (baseline)Fine-tuning Samples (%)=1002026.021.834
WiFo-TinyFine-tuning Samples (%)=102026.023.563
WiFo-Tiny-RTFine-tuning Samples (%)=02026.023.932
WiFo-TinyFine-tuning Samples (%)=22026.029.024
WiFo-TinyFine-tuning Samples (%)=12026.029.096
WiFo-TinyFine-tuning Samples (%)=02026.0211.742