354 citations · 740 across the 11 of their papers we have counts for
Showing 2017Show all
3 papers · 1 filter
cs.AI2017★ 113 cited
Zero-Shot Task Generalization with Multi-Task Deep Reinforcement Learning
Junhyuk Oh, Satinder Singh, Honglak Lee +1
As a step towards developing zero-shot task generalization capabilities in reinforcement learning (RL), we introduce a new RL problem where the agent should learn to execute sequen…
cs.AI2017
Repeated Inverse Reinforcement Learning
Kareem Amin, Nan Jiang, Satinder Singh
We introduce a novel repeated Inverse Reinforcement Learning problem: the agent has to act on behalf of a human in a sequence of tasks and wishes to minimize the number of tasks th…
cs.AI2017
Minimizing Maximum Regret in Commitment Constrained Sequential Decision Making
Qi Zhang, Satinder Singh, Edmund Durfee
In cooperative multiagent planning, it can often be beneficial for an agent to make commitments about aspects of its behavior to others, allowing them in turn to plan their own beh…