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» Grounding Abstractions in Predictive State Representations
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IJCAI
2007
13 years 11 months ago
Grounding Abstractions in Predictive State Representations
Brian Tanner, Vadim Bulitko, Anna Koop, Cosmin Pad...
ICRA
2010
IEEE
130views Robotics» more  ICRA 2010»
13 years 8 months ago
Predictive State Representations for grounding human-robot communication
— Allowing robots to communicate naturally with humans is a major goal for social robotics. Most approaches have focused on building high-level probabilistic cognitive models. Ho...
Eric Meisner, Sanmay Das, Volkan Isler, Jeff Trink...
AAAI
2007
13 years 11 months ago
Abstraction in Predictive State Representations
Vishal Soni, Satinder P. Singh
NIPS
2001
13 years 10 months ago
Predictive Representations of State
We show that states of a dynamical system can be usefully represented by multi-step, action-conditional predictions of future observations. State representations that are grounded...
Michael L. Littman, Richard S. Sutton, Satinder P....
ICML
2009
IEEE
14 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