DCOPS and bandits: Exploration and exploitation in decentralised coordination
Real life coordination problems are characterised by stochasticity and a lack of a priori knowledge about the interactions between agents. However, decentralised constraint optimisation problems (DCOPs), a widely adopted framework for modelling ...
Jennings, Nick +5 more
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Multi–Armed Bandit Models for Efficient Long–Term Information Collection in Wireless Sensor Networks
We are entering a new age in the evolution of computer systems, in which pervasive computing technologies seamlessly interact with human users. These technologies serve people in their everyday lives at home and work by functioning invisibly in the ...
Tran-Thanh, Long
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Cortical Microstructural Variations Correlate With Individual Differences in Gamified Exploration-Exploitation Behaviours. [PDF]
Tyrer A +6 more
europepmc +2 more sources
Large-scale integrated optoelectronic chaos for machine learning acceleration. [PDF]
Pan Z +17 more
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Evaluation of performance: multi-armed bandit vs. contextual bandit [PDF]
Master of ScienceDepartment of Computer ScienceWilliam H. HsuThis work compares two methods, the multi-armed bandit (MAB) and contextual multi-armed bandit (CMAB), for action recommendation in a sequential decision making domain.
Chatterjee, Ranojoy
core
Deterministic dynamics of distributional multi-agent reinforcement learning. [PDF]
Bergerot C, Romanczuk P, Barfuss W.
europepmc +1 more source
Decision tree and reinforcement learning for contextual electricity consumption forecasting in buildings. [PDF]
Ramos D, Faria P, Campos P, Vale Z.
europepmc +1 more source
Foraging models explain human exploration in uncertain tasks. [PDF]
Zid M +7 more
europepmc +1 more source
Drivers of exploration early in development: Perceptual novelty rather than a quest for information. [PDF]
Gao M, Sloutsky V.
europepmc +1 more source
Real-time black-box optimization for dynamic discrete environments using embedded Ising machines. [PDF]
Kashimata T +3 more
europepmc +1 more source

