Productive, portable, and performant GPU programming in Python. gpu computer-graphics taichi gpu-programming differentiable-programming sparse-computation Updated Jan 6, 2025 C++ tensorflow / swift Star 6.1k Code Issues Pull requests Swift for TensorFlow machine-learning tensorflow differentiable-...
This contribution investigates applying selection cuts in front of a simple neural network using differentiable programming techniques to optimize the complete chain on toy data. There are several well-known problems that must be solved – e.g., selection cuts are not differentiable, and the ...
从理论上来讲，很多语言利用自带的元编程可以实现相对舒服的自动求导功能，但像提案中的功能是无法实现的...
Blog sectionhttps://wanxinjin.github.io/Pontryagin-Differentiable-Programming/for the simulated robot demos solved by PDP. Additional Note (updated on June 2022): Continuous Pontryagin Differentiable Programming (Continuous PDP)can be found in our arxiv paper:https://arxiv.org/pdf/2008.02159.pdf(Acc...
从理论上来讲，很多语言利用自带的元编程可以实现相对舒服的自动求导功能，但像提案中的功能是无法实现的...
Our framework uses physics-informed machine learning with differentiable programming, and solves a full-physics model that is used for the training and testing of the machine learning process. We identify the following four significant differences between our approach and the prior studies: (1) we ...
当变化来临,系统可以在没有人类参与的情况下自主学习并调整,最终适应变化。写出具有可微分性程序的编程方式,叫做可微分编程(Differentiable Programming)。3这样的IT系统,称之为“可微分IT系统”,即DITS,Differentiable IT System。 当前,大部分AI技术只是作为独立的服务存在,用来辅助传统IT系统,比如图像识别、语音识别、...
如何评价 Swift 的 Differentiable Programming 提案?好事。微分方程是神经网络的基础，随着神经网络越来越...
NeuMiss networks: differentiable programming for supervised learning with missing values. NeurIPS 2020 · Marine Le Morvan, Julie Josses, Thomas Moreau, Erwan Scornet, Gael Varoquaux · Edit social preview The presence of missing values makes supervised learning much more challenging. Indeed, ...
We present DiffTaichi, a new differentiable programming language tailored for building high-performance differentiable physical simulators. Based on an imperative programming language, DiffTaichi generates gradients of simulation steps using source code transformations that preserve arithmetic intensity and ...