192 citations · 197 across the 8 of their papers we have counts for
8 papers
TacticAI: an AI assistant for football tactics
Zhe Wang, Petar Veličković, Daniel Hennes +20
Identifying key patterns of tactics implemented by rival teams, and developing effective responses, lies at the heart of modern football. However, doing so algorithmically remains…
BRExIt: On Opponent Modelling in Expert Iteration
Daniel Hernandez, Hendrik Baier, Michael Kaisers
Finding a best response policy is a central objective in game theory and multi-agent learning, with modern population-based training approaches employing reinforcement learning alg…
Online Planning in POMDPs with Self-Improving Simulators
Jinke He, Miguel Suau, Hendrik Baier +2
How can we plan efficiently in a large and complex environment when the time budget is limited? Given the original simulator of the environment, which may be computationally very d…
Automated Peer-to-peer Negotiation for Energy Contract Settlements in Residential Cooperatives
Shantanu Chakraborty, Tim Baarslag, Michael Kaisers
This paper presents an automated peer-to-peer negotiation strategy for settling energy contracts among prosumers in a Residential Energy Cooperative considering heterogeneity prosu…
Robust Temporal Difference Learning for Critical Domains
Richard Klima, Daan Bloembergen, Michael Kaisers +1
We present a new Q-function operator for temporal difference (TD) learning methods that explicitly encodes robustness against significant rare events (SRE) in critical domains. The…
An Exchange Mechanism to Coordinate Flexibility in Residential Energy Cooperatives
Shantanu Chakraborty, Pablo Hernandez-Leal, Michael Kaisers
Energy cooperatives (ECs) such as residential and industrial microgrids have the potential to mitigate increasing fluctuations in renewable electricity generation, but only if thei…