Unifying Variational Inference and PAC-Bayes for Supervised Learning that Scales

Sanjay Thakur, Herke Van Hoof, Gunshi Gupta +1

Neural Network based controllers hold enormous potential to learn complex, high-dimensional functions. However, they are prone to overfitting and unwarranted extrapolations. PAC Ba…