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» Predictive Representations of State
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ICML
2008
IEEE
16 years 16 days 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
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 16 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