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Search results with tag "Policy gradient"
Learning Structured Representation for Text Classification ...
www.microsoft.comsions, which can be addressed by policy gradient RL. Results show that our method can learn task-friendly representation-s by identifying important words or task-relevant structures without explicit structure annotations, and thus yields com-petitive performance. Introduction Representation learning is a fundamental problem in AI,
Policy Gradient Methods for Reinforcement Learning with ...
proceedings.neurips.cc1060 R. S. Sutton, D. MeAl/ester, S. Singh and Y. Mansour in (2) and still point roughly in the direction of the gradient. For example, Jaakkola, Singh, and Jordan (1995) proved that for the special case of function approximation arising in a tabular POMDP one could assure positive inner product with the gra