102 citations · 205 across the 22 of their papers we have counts for
3 papers · 1 filter
Unifying Ensemble Methods for Q-learning via Social Choice Theory
Rishav Chourasia, Adish Singla
Ensemble methods have been widely applied in Reinforcement Learning (RL) in order to enhance stability, increase convergence speed, and improve exploration. These methods typically…
Teaching Multiple Concepts to a Forgetful Learner
Anette Hunziker, Yuxin Chen, Oisin Mac Aodha +5
How can we help a forgetful learner learn multiple concepts within a limited time frame? While there have been extensive studies in designing optimal schedules for teaching a singl…
Information Gathering in Networks via Active Exploration
Adish Singla, Eric Horvitz, Pushmeet Kohli +2
How should we gather information in a network, where each node's visibility is limited to its local neighborhood? This problem arises in numerous real-world applications, such as s…