GitHub topics: pac-bayes
activatedgeek/tight-pac-bayes
Code for PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization, NeurIPS 2022
Language: Jupyter Notebook - Size: 496 KB - Last synced at: 15 days ago - Pushed at: over 2 years ago - Stars: 15 - Forks: 4
gletarte/pbrff
Pseudo-Bayesian Learning with Kernel Fourier Transform as Prior
Language: Jupyter Notebook - Size: 12.9 MB - Last synced at: 9 months ago - Pushed at: over 5 years ago - Stars: 4 - Forks: 0
VITA-Group/LTH-Pass
[TMLR] "Can You Win Everything with Lottery Ticket?" by Tianlong Chen, Zhenyu Zhang, Jun Wu, Randy Huang, Sijia Liu, Shiyu Chang, Zhangyang Wang
Language: Python - Size: 8.54 MB - Last synced at: 7 days ago - Pushed at: over 2 years ago - Stars: 10 - Forks: 2
irom-princeton/PAC-Imitation
Code for Generalization Guarantees for (Multi-Modal) Imitation Learning
Language: Python - Size: 3.77 MB - Last synced at: 6 months ago - Pushed at: almost 3 years ago - Stars: 11 - Forks: 0
kenza-ily/24UCL_comp0187-PM
Probabilistic Modelling | UCL COMP0187
Language: Jupyter Notebook - Size: 123 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0
NVlabs/pac-bayes-conformal-prediction
PAC-Bayes generalization certificates for ICP
Language: Jupyter Notebook - Size: 3.04 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0
konstantinos-p/something_for_almost_nothing
Code for the paper "Something for (almost) nothing: improving deep ensemble calibration using unlabeled data"
Language: Shell - Size: 7.25 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0
nzw0301/pb-contrastive
#UAI2020 Codes for PAC-Bayesian Contrastive Unsupervised Representation Learning
Language: Python - Size: 74.2 KB - Last synced at: 27 days ago - Pushed at: almost 3 years ago - Stars: 12 - Forks: 1
irom-princeton/PAC-BUS
Code for: "Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability"
Language: Python - Size: 58.6 KB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 1
gletarte/dichotomize-and-generalize
PAC-Bayesian Binary Activated Deep Neural Networks
Language: Python - Size: 19.6 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 5 - Forks: 3
bguedj/icml2019
Repository and website for the ICML 2019 tutorial "A Primer on PAC-Bayesian Learning"
Language: CSS - Size: 1.48 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 0
bguedj/nips2017
Repository and website for the NIPS 2017 workshop "(Almost) 50 shades of Bayesian Learning: PAC-Bayesian trends and insights"
Language: CSS - Size: 30.7 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 0
bguedj/6pac
Repository and website for the joint research team '6PAC' ("Making Probably Approximately Correct Learning Active, Sequential, Structure-aware, Efficient, Ideal and Safe") between CWI and Inria
Language: CSS - Size: 14.6 MB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 2 - Forks: 0