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CP
2009
Springer
16 years 7 months ago
On the Power of Clause-Learning SAT Solvers with Restarts
In this work, we improve on existing work that studied the relationship between the proof system of modern SAT solvers and general resolution. Previous contributions such as those ...
Knot Pipatsrisawat, Adnan Darwiche
ICANN
2009
Springer
16 years 1 months ago
Measuring and Optimizing Behavioral Complexity for Evolutionary Reinforcement Learning
Model complexity is key concern to any artificial learning system due its critical impact on generalization. However, EC research has only focused phenotype structural complexity ...
Faustino J. Gomez, Julian Togelius, Jürgen Sc...
ATAL
2004
Springer
16 years 2 days ago
Role-Based Approaches for Agent Development
Roles seem to be a suitable concept for the development of agent-based systems. We have compared different approaches based on roles for agent development. This paper illustrates ...
Giacomo Cabri, Luca Ferrari, Letizia Leonardi, Fra...
SBRN
2002
IEEE
15 years 11 months ago
Neural Connect 4 - A Connectionist Approach to the Game
This article presents the system “Neural Connect 4”, a program that plays the game Connect Four. This system employs the multilayer perceptron architecture which is learning t...
Marvin Oliver Schneider, João Luís G...
ISTCS
1997
Springer
15 years 10 months ago
Learning with Queries Corrupted by Classification Noise
Kearns introduced the "statistical query" (SQ) model as a general method for producing learning algorithms which are robust against classification noise. We extend this ...
Jeffrey C. Jackson, Eli Shamir, Clara Shwartzman