time-series-generation 10 generative-adversarial-network 4 pytorch 4 time-series 4 timegan 3 recurrent-neural-networks 2 synthetic-data 2 tensorflow2 2 synthetic-time-series 2 convolutional-neural-networks 2 renewable-energy 2 timevqvae 1 vector-quantization 1 rnn 1 similarity-measures 1 vectorized-autoregression 1 change-point-detection 1 data-generation 1 financial-timeseries-data 1 gan 1 normalising-flows 1 regime-clustering 1 synthetic-timeseries 1 diffusion 1 diffusion-models 1 knowledge-distillation 1 progressive-distillation 1 time-series-decomposition 1 wavelet-analysis 1 wavelet-transform 1 cross-modal-learning 1 cross-modality 1 deep-learning 1 language-model 1 machine-learning 1 multimodal-deep-learning 1 multimodal-time-series 1 time-series-analysis 1 financial-modeling 1 generative-models 1