Dhruv Malik | DeepAI

AI Chat

Featured Co-authors

Chang Liu
231 publications
Martin J. Wainwright
102 publications
Yuanzhi Li
85 publications
Thomas L. Griffiths
79 publications
Pradeep Ravikumar
79 publications
Aarti Singh
71 publications
Stuart Russell
64 publications
Peter L. Bartlett
64 publications
Anca D. Dragan
63 publications
Aldo Pacchiano
53 publications
Stephen Boyd
40 publications

∙ 06/09/2023

Specifying and Solving Robust Empirical Risk Minimization Problems Using CVXPY

We consider robust empirical risk minimization (ERM), where model parame...

0 Eric Luxenberg, et al. ∙

∙ 05/04/2023

Weighted Tallying Bandits: Overcoming Intractability via Repeated Exposure Optimality

In recommender system or crowdsourcing applications of online learning, ...

0 Dhruv Malik, et al. ∙

∙ 11/04/2022

How Does Adaptive Optimization Impact Local Neural Network Geometry?

Adaptive optimization methods are well known to achieve superior converg...

0 Kaiqi Jiang, et al. ∙

∙ 04/24/2022

Complete Policy Regret Bounds for Tallying Bandits

Policy regret is a well established notion of measuring the performance ...

0 Dhruv Malik, et al. ∙

∙ 06/15/2021

Sample Efficient Reinforcement Learning In Continuous State Spaces: A Perspective Beyond Linearity

Reinforcement learning (RL) is empirically successful in complex nonline...

2 Dhruv Malik, et al. ∙

∙ 01/01/2021

When Is Generalizable Reinforcement Learning Tractable?

Agents trained by reinforcement learning (RL) often fail to generalize b...

0 Dhruv Malik, et al. ∙

∙ 12/20/2018

Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems

We study derivative-free methods for policy optimization over the class ...

0 Dhruv Malik, et al. ∙

∙ 06/11/2018

An Efficient, Generalized Bellman Update For Cooperative Inverse Reinforcement Learning

Our goal is for AI systems to correctly identify and act according to th...

0 Dhruv Malik, et al. ∙

∙ 07/20/2017

Pragmatic-Pedagogic Value Alignment

For an autonomous system to provide value (e.g., to customers, designers...

0 Jaime F. Fisac, et al. ∙

Are you a researcher?
Expose your work
to one of the largest
A.I. communities in the world