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20122019
most citedLeveraging Side Observations in Stochastic Bandits

67 citations

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Showing 2019Show all

3 papers · 1 filter

stat.ML2019★ 1 cited

New Computational and Statistical Aspects of Regularized Regression with Application to Rare Feature Selection and Aggregation

Amin Jalali, Adel Javanmard, Maryam Fazel

Prior knowledge on properties of a target model often come as discrete or combinatorial descriptions. This work provides a unified computational framework for defining norms that p…

stat.ML2019★ 2 cited

Learning Generative Models of Structured Signals from Their Superposition Using GANs with Application to Denoising and Demixing

Mohammadreza Soltani, Swayambhoo Jain, Abhinav Sambasivan

Recently, Generative Adversarial Networks (GANs) have emerged as a popular alternative for modeling complex high dimensional distributions. Most of the existing works implicitly as…

cs.LG2019★ 6 cited

Exploring applications of deep reinforcement learning for real-world autonomous driving systems

Victor Talpaert, Ibrahim Sobh, B Ravi Kiran +4

Deep Reinforcement Learning (DRL) has become increasingly powerful in recent years, with notable achievements such as Deepmind's AlphaGo. It has been successfully deployed in comme…