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04/04/2023
Adaptive parallelization of multi-agent simulations with localized dynamics
Agent-based modelling constitutes a versatile approach to representing a...
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05/23/2022
Learning to branch with Tree MDPs
State-of-the-art Mixed Integer Linear Program (MILP) solvers combine sys...
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05/20/2022
Machine Learning for Combinatorial Optimisation of Partially-Specified Problems: Regret Minimisation as a Unifying Lens
It is increasingly common to solve combinatorial optimisation problems t...
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09/08/2020
On Training Neural Networks with Mixed Integer Programming
Recent work has shown potential in using Mixed Integer Programming (MIP)...
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07/08/2020
Learning Efficient Search Approximation in Mixed Integer Branch and Bound
In line with the growing trend of using machine learning to improve solv...
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01/24/2020
Towards a Framework for Certification of Reliable Autonomous Systems
A computational system is called autonomous if it is able to make its ow...
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10/04/2019