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» Modeling Value Speculation
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ISCA
2003
IEEE
123views Hardware» more  ISCA 2003»
15 years 3 months ago
Detecting Global Stride Locality in Value Streams
Value prediction exploits localities in value streams. Previous research focused on exploiting two types of value localities, computational and context-based, in the local value h...
Huiyang Zhou, Jill Flanagan, Thomas M. Conte
ICML
2007
IEEE
15 years 10 months ago
Tracking value function dynamics to improve reinforcement learning with piecewise linear function approximation
Reinforcement learning algorithms can become unstable when combined with linear function approximation. Algorithms that minimize the mean-square Bellman error are guaranteed to co...
Chee Wee Phua, Robert Fitch
ICML
1999
IEEE
15 years 10 months ago
Approximation Via Value Unification
: Numerical function approximation over a Boolean domain is a classical problem with wide application to data modeling tasks and various forms of learning. A great many function ap...
Paul E. Utgoff, David J. Stracuzzi
ICCAD
2007
IEEE
110views Hardware» more  ICCAD 2007»
15 years 6 months ago
A hybrid scheme for compacting test responses with unknown values
This paper presents a hybrid compaction scheme for test responses containing unknown values, which consists of a space compactor and an unknown-blocking Multiple Input Signature R...
Mango Chia-Tso Chao, Kwang-Ting Cheng, Seongmoon W...
ICCBR
2007
Springer
15 years 4 months ago
An Analysis of Case-Based Value Function Approximation by Approximating State Transition Graphs
We identify two fundamental points of utilizing CBR for an adaptive agent that tries to learn on the basis of trial and error without a model of its environment. The first link co...
Thomas Gabel, Martin Riedmiller