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» Predictive Representations of State
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ICML
2008
IEEE
15 years 10 months ago
Efficiently learning linear-linear exponential family predictive representations of state
Exponential Family PSR (EFPSR) models capture stochastic dynamical systems by representing state as the parameters of an exponential family distribution over a shortterm window of...
David Wingate, Satinder P. Singh
AAAI
2007
14 years 12 months ago
Abstraction in Predictive State Representations
Vishal Soni, Satinder P. Singh
IJCAI
2007
14 years 11 months ago
Grounding Abstractions in Predictive State Representations
Brian Tanner, Vadim Bulitko, Anna Koop, Cosmin Pad...
NIPS
2007
14 years 11 months ago
Exponential Family Predictive Representations of State
David Wingate, Satinder Singh Baveja
ICML
2009
IEEE
15 years 10 months 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