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Efficient Variance-Reduced Learning Over Multi-Agent Networks
Related publications (48)
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Coordination of autonomous non-point agents in four-way crossings is studied in this work. A control scheme based on artificial potential functions is proposed in order to coordinate holonomic agents whose aim is to pass through an intersection while avoidi ...
2009A class of algorithms for distributed constraint optimization
Multi Agent Systems (MAS) have recently attracted a lot of interest because of their ability to model many real life scenarios where information and control are distributed among a set of different agents. Practical applications include planning, schedulin ...
EPFL2007Simulating learning in interorganizational networks: The insidious role of task interdependence and relational instability in system-level learning
Juan Andrei Villarroel Fernandez
In this paper we develop a multi-agent simulation model to explore the issue of learning in interorganizational networks. Though interorganizational network researchers generally agree that when firms form into networks they will gain access to new knowled ...
2006A comparison of Nash equilibria analysis and agent-based modelling for power markets
In this paper we compare Nash equilibria analysis and agent-based modelling for assessing the market dynamics of network-constrained pool markets. Power suppliers submit their bids to the market place in order to maximize their payoffs, where we apply rein ...
2006Gradient estimates of return
Samy Bengio, Christos Dimitrakakis
The exploration-exploitation trade-off that arises when one considers simple point estimates of expected returns no longer appears when full distributions are considered. This work develops a simple gradient-based approach for mainting such distributions a ...
IDIAP2005A Multi-Agent System for Integrating a Large-Scale Project
Boi Faltings, Carlos Eisenberg
This paper presents a multiagent-system for integrating AL-ICE: a real-life, distributed, large-scale particle physics experiment of the LHC project at CERN. The work is concerned with solving the large-scale coordination problem using a distributed constr ...
2003The Agentcities Network Architecture
Ion Constantinescu, Steven Nicolas Willmott
Agentcities is a worldwide initiative designed to help realize the commercial and research potential of agent-based applications by constructing an open distributed network of platforms hosting diverse agents and services. The ultimate aim of the Agentciti ...
2002Towards a Multi-agents Approach for Understanding Speech
This paper describes a currently running project at IDIAP, aiming at the development of a continuous spoken language recognition system. A particular attention is paid to two important topics under investigation. Firstly, the system characteristics, namely ...
IDIAP1996