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ATAL
2010
Springer
15 years 23 days ago
Closing the learning-planning loop with predictive state representations
A central problem in artificial intelligence is to choose actions to maximize reward in a partially observable, uncertain environment. To do so, we must learn an accurate model of ...
Byron Boots, Sajid M. Siddiqi, Geoffrey J. Gordon
AAAI
2007
15 years 2 months ago
Abstraction in Predictive State Representations
Vishal Soni, Satinder P. Singh
IJCAI
2007
15 years 1 months ago
Grounding Abstractions in Predictive State Representations
Brian Tanner, Vadim Bulitko, Anna Koop, Cosmin Pad...
NIPS
2007
15 years 1 months ago
Exponential Family Predictive Representations of State
David Wingate, Satinder Singh Baveja
ICML
2009
IEEE
16 years 14 days ago
Proto-predictive representation of states with simple recurrent temporal-difference networks
We propose a new neural network architecture, called Simple Recurrent Temporal-Difference Networks (SR-TDNs), that learns to predict future observations in partially observable en...
Takaki Makino