1 citations · 1 across the 3 of their papers we have counts for
4 papers
Towards Mixed Reality as the Everyday Computing Paradigm: Challenges & Design Recommendations
Amir Reza Asadi, Reza Hemadi
This research presents a proof-of-concept prototype of an all-in-one mixed reality application platform, developed to investigate the needs and expectations of users from mixed rea…
Maximum Multiscale Entropy and Neural Network Regularization
Amir R. Asadi, Emmanuel Abbe
A well-known result across information theory, machine learning, and statistical physics shows that the maximum entropy distribution under a mean constraint has an exponential form…
Chaining Meets Chain Rule: Multilevel Entropic Regularization and Training of Neural Nets
Amir R. Asadi, Emmanuel Abbe
We derive generalization and excess risk bounds for neural nets using a family of complexity measures based on a multilevel relative entropy. The bounds are obtained by introducing…
Chaining Mutual Information and Tightening Generalization Bounds
Amir R. Asadi, Emmanuel Abbe, Sergio Verdú
Bounding the generalization error of learning algorithms has a long history, which yet falls short in explaining various generalization successes including those of deep learning.…