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ICML
2009
IEEE
16 years 15 days ago
Regularization and feature selection in least-squares temporal difference learning
We consider the task of reinforcement learning with linear value function approximation. Temporal difference algorithms, and in particular the Least-Squares Temporal Difference (L...
J. Zico Kolter, Andrew Y. Ng
CDC
2009
IEEE
132views Control Systems» more  CDC 2009»
14 years 9 months ago
Temporal logic control of discrete-time piecewise affine systems
Abstract-- We consider the problem of controlling a discretetime piecewise affine (PWA) system from a specification given as a Linear Temporal Logic (LTL) formula over linear predi...
Boyan Yordanov, Calin Belta
ACTA
2004
97views more  ACTA 2004»
14 years 11 months ago
Past is for free: on the complexity of verifying linear temporal properties with past
We study the complexity of satisfiability and model-checking of the linear-time temporal logic with past (pltl). More precisely, we consider several fragments of pltl, depending o...
Nicolas Markey
MOVEP
2000
167views Hardware» more  MOVEP 2000»
15 years 3 months ago
Model Checking: A Tutorial Overview
We survey principles of model checking techniques for the automatic analysis of reactive systems. The use of model checking is exemplified by an analysis of the Needham-Schroeder p...
Stephan Merz
TCS
1998
14 years 11 months ago
Proving Possibility Properties
A method is described for proving “always possibly” properties of specifications in formalisms with linear-time trace semantics. It is shown to be relatively complete for TLA...
Leslie Lamport