33 citations · 58 across the 5 of their papers we have counts for
9 papers
Generalized Information Bottleneck for Gaussian Variables
Vudtiwat Ngampruetikorn, David J. Schwab
The information bottleneck (IB) method offers an attractive framework for understanding representation learning, however its applications are often limited by its computational int…
Information bottleneck theory of high-dimensional regression: relevancy, efficiency and optimality
Vudtiwat Ngampruetikorn, David J. Schwab
Avoiding overfitting is a central challenge in machine learning, yet many large neural networks readily achieve zero training loss. This puzzling contradiction necessitates new app…
Perturbation Theory for the Information Bottleneck
Vudtiwat Ngampruetikorn, David J. Schwab
Extracting relevant information from data is crucial for all forms of learning. The information bottleneck (IB) method formalizes this, offering a mathematically precise and concep…
Impurity-Induced Anomalous Thermal Hall Effect in Chiral Superconductors
Vudtiwat Ngampruetikorn, J. A. Sauls
Chiral superconductors exhibit novel transport properties that depend on the topology of the order parameter, topology of the Fermi surface, the spectrum of bulk and edge Fermionic…
The Effect of Inhomogeneous Surface Disorder on the Superheating Field of Superconducting RF Cavities
Vudtiwat Ngampruetikorn, J. A. Sauls
Recent advances in surface treatments of Niobium superconducting radio frequency (SRF) cavities have led to substantially increased Q-factors and maximum surface field. This poses…
Energy consumption and cooperation for optimal sensing
Vudtiwat Ngampruetikorn, David J. Schwab, Greg J. Stephens
The reliable detection of environmental molecules in the presence of noise is an important cellular function, yet the underlying computational mechanisms are not well understood. W…