542 citations · 1.1k across the 46 of their papers we have counts for
5 papers · 1 filter
Spectral Evolution and Invariance in Linear-width Neural Networks
Zhichao Wang, Andrew Engel, Anand Sarwate +2
We investigate the spectral properties of linear-width feed-forward neural networks, where the sample size is asymptotically proportional to network width. Empirically, we show tha…
Privacy Leakage in Discrete Time Updating Systems
Nitya Sathyavageeswaran, Roy D. Yates, Anand D. Sarwate +1
A source generates time-stamped update packets that are sent to a server and then forwarded to a monitor. This occurs in the presence of an adversary that can infer information abo…
TorchNTK: A Library for Calculation of Neural Tangent Kernels of PyTorch Models
Andrew Engel, Zhichao Wang, Anand D. Sarwate +2
We introduce torchNTK, a python library to calculate the empirical neural tangent kernel (NTK) of neural network models in the PyTorch framework. We provide an efficient method to…
The Capacity of Causal Adversarial Channels
Yihan Zhang, Sidharth Jaggi, Michael Langberg +1
We characterize the capacity for the discrete-time arbitrarily varying channel with discrete inputs, outputs, and states when (a) the encoder and decoder do not share common random…
Low-Rank Phase Retrieval with Structured Tensor Models
Soo Min Kwon, Xin Li, Anand D. Sarwate
We study the low-rank phase retrieval problem, where the objective is to recover a sequence of signals (typically images) given the magnitude of linear measurements of those signal…