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» A Formal Ontology of Properties
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ICML
2003
IEEE
15 years 11 months ago
The Influence of Reward on the Speed of Reinforcement Learning: An Analysis of Shaping
Shaping can be an effective method for improving the learning rate in reinforcement systems. Previously, shaping has been heuristically motivated and implemented. We provide a for...
Adam Laud, Gerald DeJong
PLDI
2003
ACM
15 years 11 months ago
A static analyzer for large safety-critical software
d Abstract) Bruno Blanchet∗ § Patrick Cousot§ Radhia Cousot∗¶ J´erˆome Feret§ Laurent Mauborgne§ Antoine Min´e§ David Monniaux∗§ Xavier Rival§ that abstract inter...
Bruno Blanchet, Patrick Cousot, Radhia Cousot, J&e...
ATAL
2003
Springer
15 years 11 months ago
Transition-independent decentralized markov decision processes
There has been substantial progress with formal models for sequential decision making by individual agents using the Markov decision process (MDP). However, similar treatment of m...
Raphen Becker, Shlomo Zilberstein, Victor R. Lesse...
CONCUR
2003
Springer
15 years 11 months ago
A Process-Algebraic Language for Probabilistic I/O Automata
We present a process-algebraic language for Probabilistic I/O Automata (PIOA). To ensure that PIOA specifications given in our language satisfy the “input-enabled” property, w...
Eugene W. Stark, Rance Cleaveland, Scott A. Smolka
EMSOFT
2003
Springer
15 years 11 months ago
Space Reductions for Model Checking Quasi-Cyclic Systems
Despite significant research on state-space reductions, the poor scalability of model checking for reasoning about behavioral models of large, complex systems remains the chief ob...
Matthew B. Dwyer, Robby, Xianghua Deng, John Hatcl...