PPL

 

QBS邪教

大部分在用PPL的人都在心理/脑科学系?Usability of Probabilistic Programming Languages

MIT PPL

Gen, SMCP3, Ravi, GenSP?

Staton

LazyPPL

Hakaru

Working Dockerfile (don’t think it works natively on arm-mac)

Exact Bayesian Inference by Symbolic Disintegration

Mark Goldstein presentation notes

NR handout

A good preliminary: Equational reasoning for conditioning as disintegration

Holtzen

Multippl

Lilac

OPLSS 可以直接看(可以跳过前面三节课) 基本上过了一下paper里的section 2

Floating Point Errors

On the significance of the least significant bits for differential privacy 和之后 https://arxiv.org/abs/2112.05307

Ben Sherman的thesis也是用这个来introduce的

Courses

OPLSS 2024 Holtzen

课程链接 OPLSS网站上还有自我发热的notes

Steven Holtzen 之前还教过两个iteration CS7480 F21CS7480 F23

OPLSS 2019 Staton

22年夏天一开始让我满脑子PPL的课

Other

Joseph Tassarotti 和 Jean-Baptiste Tristan 有一个verify Stan’s density operator 的文章

Alexandra Silva 有很多 verifying network-ish stuff with probabilities (?)

Jules Jacobs 第一篇文章居然是 PPL!!??(感觉像symbolic disintegration的精神续作)

Justin也开过 好像基本在过那本新书

Nice video intro to Giry monad by Arthur Parzygnat

Hongseok Yang 教过连续四年PPL [17] [18] [19] [20]