560 citations · 2k across the 22 of their papers we have counts for
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cs.AI2011★ 70 cited
ATTac-2000: An Adaptive Autonomous Bidding Agent
M. Kearns, M. L. Littman, S. Singh +1
The First Trading Agent Competition (TAC) was held from June 22nd to July 8th, 2000. TAC was designed to create a benchmark problem in the complex domain of e-marketplaces and to m…
cs.LG2011★ 354 cited
Optimizing Dialogue Management with Reinforcement Learning: Experiments with the NJFun System
M. Kearns, D. Litman, S. Singh +1
Designing the dialogue policy of a spoken dialogue system involves many nontrivial choices. This paper presents a reinforcement learning approach for automatically optimizing a dia…