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Elan van Biljon

2 accepted papers

2020

A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning

NeurIPS 2020poster

Multi-agent reinforcement learning has recently shown great promise as an approach to networked system control. Arguably, one of the most difficult and important tasks for which large scale networked system control is applicable is common-pool resource management. Crucial common-pool resources inclu…

2018

Critical initialisation for deep signal propagation in noisy rectifier neural networks

NeurIPS 2018poster

Stochastic regularisation is an important weapon in the arsenal of a deep learning practitioner. However, despite recent theoretical advances, our understanding of how noise influences signal propagation in deep neural networks remains limited. By extending recent work based on mean field theory, we…