157 citations · 220 across the 3 of their papers we have counts for
3 papers
cs.LG2021★ 62 cited
CrypTen: Secure Multi-Party Computation Meets Machine Learning
Brian Knott, Shobha Venkataraman, Awni Hannun +3
Secure multi-party computation (MPC) allows parties to perform computations on data while keeping that data private. This capability has great potential for machine-learning applic…
cs.LG2021★ 1 cited
Neural Fixed-Point Acceleration for Convex Optimization
Shobha Venkataraman, Brandon Amos
Fixed-point iterations are at the heart of numerical computing and are often a computational bottleneck in real-time applications that typically need a fast solution of moderate ac…
cs.AI2011★ 157 cited
Efficient Solution Algorithms for Factored MDPs
C. Guestrin, D. Koller, R. Parr +1
This paper addresses the problem of planning under uncertainty in large Markov Decision Processes (MDPs). Factored MDPs represent a complex state space using state variables and th…