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ResearchFormerly WizWand

Time-series Generation on Stocks

0.399Discriminative ScoreC-RNN-GAN
-0.010760.095620.2020.30838May 23, 2022Nov 21, 2022May 22, 2023Nov 20, 2023May 20, 2024Nov 18, 2024May 20, 2025
Updated 7mo ago

Evaluation results

MethodLinks
C-RNN-GANGeneration Mode=Unconstrained2023.070.399—0.038—
C-RNN-GAN2022.050.290.027——
RCGAN2022.050.260.021——
COT-GAN2022.050.260.012——
P-ForcingGeneration Mode=Unconstrained2023.070.257—0.043—
TsT-GANConfiguration=- Embedding2022.050.2540.016——
WaveNetGeneration Mode=Unconstrained2023.070.232—0.042—
Diffwave2025.050.232—0.0470.232
Cot-GAN2025.050.23—0.0470.408
T-ForcingGeneration Mode=Unconstrained2023.070.226—0.038—
WaveGANGeneration Mode=Unconstrained2023.070.217—0.041—
TsT-GANConfiguration=Base2022.050.20.02——
RCGANGeneration Mode=Unconstrained2023.070.196—0.04—
TimeGAN2022.050.1910.011——
TsT-GANConfiguration=- MM2022.050.1710.013——
TimeVAE2025.050.145—0.0390.215
TsT-GANConfiguration=- ML2022.050.140.011——
TsT-GANConfiguration=Full2022.050.1220.009——
TsT-GANConfiguration=- MM + Auto2022.050.1180.012——
TimeGANGeneration Mode=Unconstrained2023.070.102—0.038—
TimeGAN2025.050.102—0.0380.103
DiffTimeGeneration Mode=Unconstrained2023.070.097—0.038—
DiffTime2025.050.097—0.0380.236
P-Forcing2022.050.0880.018——
GT-GANGeneration Mode=Unconstrained2023.070.077—0.04—
Diffusion-TS2025.050.067—0.0360.147
COPGeneration Mode=Unconstrained2023.070.05—0.041—
SDformer2025.050.01—0.0370.002
MSDformer2025.050.005—0.0370.002
OriginalData=Original Data2022.05—0.01——
OriginalGeneration Mode=Ground Truth2023.07——0.036—
Original2025.05——0.036—