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researcher

Shobha Venkataraman

3 papers hereh-index 193.5k citations36 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author1
  • last author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.AI1

identity via Semantic Scholar / OpenAlex

most citedEfficient Solution Algorithms for Factored MDPs

157 citations · 220 across the 3 of their papers we have counts for

collaborators

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…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.