124 citations · 399 across the 12 of their papers we have counts for
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stat.ML2017★ 8 cited
Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation
Christopher Tegho, Paweł Budzianowski, Milica Gašić
In statistical dialogue management, the dialogue manager learns a policy that maps a belief state to an action for the system to perform. Efficient exploration is key to successful…
stat.ML2017★ 35 cited
A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management
Iñigo Casanueva, Paweł Budzianowski, Pei-Hao Su +6
Dialogue assistants are rapidly becoming an indispensable daily aid. To avoid the significant effort needed to hand-craft the required dialogue flow, the Dialogue Management (DM) m…