Search Results for author: Akanksha Atrey

Found 3 papers, 1 papers with code

Preserving Privacy in Personalized Models for Distributed Mobile Services

no code implementations14 Jan 2021 Akanksha Atrey, Prashant Shenoy, David Jensen

We present Pelican, a privacy-preserving personalization system for context-aware mobile services that leverages both device and cloud resources to personalize ML models while minimizing the risk of privacy leakage for users.

Privacy Preserving

Measuring and Characterizing Generalization in Deep Reinforcement Learning

no code implementations7 Dec 2018 Sam Witty, Jun Ki Lee, Emma Tosch, Akanksha Atrey, Michael Littman, David Jensen

We re-examine what is meant by generalization in RL, and propose several definitions based on an agent's performance in on-policy, off-policy, and unreachable states.

reinforcement-learning reinforcement Learning +1

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