tianlinxu312 / cot-gan
COT-GAN: Generating Sequential Data via Causal Optimal Transport
☆37Updated 3 years ago
Related projects: ⓘ
- Spectral Attention Autoregressive Model (SAAM)☆14Updated last year
- Repository for ICLR 2023 work, "Sequential Latent Variable Models for Few-Shot High-Dimensional Time-Series Forecasting"☆27Updated last week
- Official Implementation of Time Series Generation with Masked Autoencoder (ExtraMAE)☆35Updated 2 years ago
- Code for "Generalised Interpretable Shapelets for Irregular Time Series"☆52Updated last year
- Code for *ScoreGrad: Multivariate Probabilistic Time Series Forecasting with Continuous Energy-based Generative Models*☆81Updated last year
- PyTorch Implementation of GRU-D from "Recurrent Neural Networks for Multivariate Time Series with Missing Values" https://arxiv.org/abs/1…☆24Updated 4 years ago
- ☆48Updated 4 years ago
- ☆30Updated last year
- implementing "recurrent attentive neural processes" to forecast power usage (w. LSTM baseline, MCDropout)☆88Updated 6 months ago
- Code for: "Neural Controlled Differential Equations for Online Prediction Tasks"☆36Updated last year
- An encoder-decoder framework for learning from incomplete data☆45Updated last year
- Official code for the ICLR 2021 paper Neural ODE Processes☆71Updated 2 years ago
- Pytorch implementation of RED-SDS (NeurIPS 2021).☆18Updated 2 years ago
- ☆53Updated last year
- Heteroscedastic Temporal Variational Autoencoder For Irregularly Sampled Time Series☆30Updated 2 years ago
- [official] PyTorch implementation of TimeVQVAE from the paper ["Vector Quantized Time Series Generation with a Bidirectional Prior Model"…☆97Updated 2 weeks ago
- ☆21Updated 3 years ago
- ☆125Updated 2 months ago
- code for "Neural Jump Ordinary Differential Equations"☆27Updated last year
- GluonTS - Probabilistic Time Series Modeling in Python☆50Updated 2 years ago
- Code for our NeurIPS 2020 paper "Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity"☆86Updated 3 years ago
- Contrastive Learning for Time Series☆38Updated last year
- ☆17Updated 2 years ago
- (Under Review)☆65Updated 3 years ago
- TensorFlow implementation for the GP-VAE model described in https://arxiv.org/abs/1907.04155☆124Updated last year
- ☆59Updated 3 years ago
- ☆21Updated 4 years ago
- Implementation of the MIWAE method for deep generative modelling of incomplete data sets.☆37Updated 6 months ago
- ☆22Updated 2 years ago
- ☆14Updated last year