Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

https://github.com/google-research/torchsde

GitHub – google-research/torchsde: Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
Examples. demo.ipynb in the examples folder is a short guide on how one may use the codebase for solving SDEs without considering gradient computation. It covers subtle points such as fixing the randomness in the solver and the consequence of noise types.Unlike with ordinary differential equation (ODE), where general high-order solvers can be applied, the numerical efficiency of SDE solvers …
github.com

DeepSinger: Singing Voice Synthesis with Data Mined From the Web – SpeechResearch

https://speechresearch.github.io/deepsinger/

DeepSinger: Singing Voice Synthesis with Data Mined From the Web – SpeechResearch
DeepSinger: Singing Voice Synthesis with Data Mined From the Web Authors. Yi Ren* (Zhejiang University) rayeren@zju.edu.cn Xu Tan* (Microsoft Research Asia) xuta@microsoft.com Tao Qin (Microsoft Research Asia) taoqin@microsoft.com Jian Luan (Microsoft STCA Xiaoice) jianluan@microsoft.com Zhou Zhao (Zhejiang University) zhaozhou@zju.edu.cn Tie-Yan Liu (Microsoft Research Asia) tyliu@microsoft.com
speechresearch.github.io