3 papers
eess.SY2020
Decentralized Age-of-Information Bandits
Archiki Prasad, Vishal Jain, Sharayu Moharir
Age-of-Information (AoI) is a performance metric for scheduling systems that measures the freshness of the data available at the intended destination. AoI is formally defined as th…
cs.AI2019
Algorithmic Improvements for Deep Reinforcement Learning applied to Interactive Fiction
Vishal Jain, William Fedus, Hugo Larochelle +2
Text-based games are a natural challenge domain for deep reinforcement learning algorithms. Their state and action spaces are combinatorially large, their reward function is sparse…
cs.LG2019
Contextual Bandits Evolving Over Finite Time
Harsh Deshpande, Vishal Jain, Sharayu Moharir
Contextual bandits have the same exploration-exploitation trade-off as standard multi-armed bandits. On adding positive externalities that decay with time, this problem becomes muc…