Probabilistic Computing Systems Lab

All

8 repositories

AutoGP.jl
Public
Automated Bayesian model discovery for time series data
machine-learning forecasting bayesian-inference structure-learning icml gaussian-process times-series
Julia
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Apache License 2.0
•5•64•3•3•Updated Nov 7, 2024Nov 7, 2024
pop
Public
CMU Principles of Programming Group Website
SCSS
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MIT License
•0•0•0•0•Updated Oct 24, 2024Oct 24, 2024
sppl
Public
Probabilistic programming system for fast and exact symbolic inference
programming-languages probabilistic-programming pldi probabilistic-inference sum-product-networks
Python
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Apache License 2.0
•10•76•22•1•Updated Jul 10, 2024Jul 10, 2024
hierarchical-irm
Public
Probabilistic structure discovery for rich relational systems
data-science machine-learning bayesian-inference unsupervised-learning relational-model probabilistic-models
C++
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Apache License 2.0
•4•12•1•0•Updated Jul 9, 2024Jul 9, 2024
fast-loaded-dice-roller
Public
A near-optimal exact sampler for discrete probability distributions
fast dice-roller random-number-generator sampling-methods aistats
C
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Apache License 2.0
•10•52•4•0•Updated Feb 25, 2024Feb 25, 2024
probsys.github.io
Public
HTML
•0•0•0•0•Updated Jun 30, 2023Jun 30, 2023
optimal-approximate-sampling
Public
Optimal approximate sampling from discrete probability distributions
optimization python-library sampler random-numbers random-sampling popl
Python
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Apache License 2.0
•0•17•0•0•Updated Mar 9, 2021Mar 9, 2021
fast-loaded-dice-roller-experiments
Public
The Fast Loaded Dice Roller: A Near-Optimal Exact Sampler for Discrete Probability Distributions (Experiments)
fast dice-roller experiments random-number-generator sampling-methods aistats
Jupyter Notebook
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Apache License 2.0
•0•1•0•0•Updated Mar 8, 2020Mar 8, 2020