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» Learning to Coordinate Behaviors
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HICSS
2007
IEEE
124views Biometrics» more  HICSS 2007»
14 years 1 months ago
Building a Coordination Framework to Support Behavior-Based Adaptive Checkpointing for Open Distributed Embedded Systems
Checkpointing is a commonly used approach to provide fault-tolerance and improve system dependability. However, using a constant and preconfigured checkpointing frequency may comp...
Nianen Chen, Shangping Ren
ICML
2003
IEEE
14 years 8 months ago
Q-Decomposition for Reinforcement Learning Agents
The paper explores a very simple agent design method called Q-decomposition, wherein a complex agent is built from simpler subagents. Each subagent has its own reward function and...
Stuart J. Russell, Andrew Zimdars
COLT
2003
Springer
14 years 17 days ago
On Learning to Coordinate: Random Bits Help, Insightful Normal Forms, and Competency Isomorphisms
A mere bounded number of random bits judiciously employed by a probabilistically correct algorithmic coordinator is shown to increase the power of learning to coordinate compared ...
John Case, Sanjay Jain, Franco Montagna, Giulia Si...
AGENTS
2001
Springer
13 years 12 months ago
Hierarchical multi-agent reinforcement learning
In this paper, we investigate the use of hierarchical reinforcement learning (HRL) to speed up the acquisition of cooperative multi-agent tasks. We introduce a hierarchical multi-a...
Rajbala Makar, Sridhar Mahadevan, Mohammad Ghavamz...
ECOOP
2010
Springer
14 years 4 days ago
Programming Coordinated Behavior in Java
Following the scenario-based approach to programming which centered around live sequence charts (LSCs), we propose a general approach to software development in Java. A program wil...
David Harel, Assaf Marron, Gera Weiss