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» Learning to Coordinate Behaviors
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HICSS
2007
IEEE
124views Biometrics» more  HICSS 2007»
15 years 4 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
15 years 10 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
15 years 2 months 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
15 years 2 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
15 years 2 months 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