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» Predictive Representations of State
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115
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CSL
2010
Springer
15 years 4 months ago
Exact Exploration and Hanging Algorithms
Abstract. Recent analysis of sequential algorithms resulted in their axiomatization and in a representation theorem stating that, for any sealgorithm, there is an abstract state ma...
Andreas Blass, Nachum Dershowitz, Yuri Gurevich
134
Voted
SOFSEM
2004
Springer
15 years 9 months ago
Approaches Based on Markovian Architectural Bias in Recurrent Neural Networks
Recent studies show that state-space dynamics of randomly initialized recurrent neural network (RNN) has interesting and potentially useful properties even without training. More p...
Matej Makula, Michal Cernanský, Lubica Benu...
246
Voted
POPL
2009
ACM
16 years 4 months ago
State-dependent representation independence
Mitchell's notion of representation independence is a particularly useful application of Reynolds' relational parametricity -- two different implementations of an abstra...
Amal Ahmed, Derek Dreyer, Andreas Rossberg
154
Voted
JAIR
2010
145views more  JAIR 2010»
15 years 2 months ago
Planning with Noisy Probabilistic Relational Rules
Noisy probabilistic relational rules are a promising world model representation for several reasons. They are compact and generalize over world instantiations. They are usually in...
Tobias Lang, Marc Toussaint
108
Voted
NN
2007
Springer
131views Neural Networks» more  NN 2007»
15 years 3 months ago
Decoupled echo state networks with lateral inhibition
Building on some prior work, in this paper we describe a novel structure termed the decoupled echo state network (DESN) involving the use of lateral inhibition. Two low-complexity...
Yanbo Xue, Le Yang, Simon Haykin