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cs.AI2024
Autoregressive Policy Optimization for Constrained Allocation Tasks
David Winkel, Niklas StrauÃ, Maximilian Bernhard +3
Allocation tasks represent a class of problems where a limited amount of resources must be allocated to a set of entities at each time step. Prominent examples of this task include…
cs.AI2024
Simplex Decomposition for Portfolio Allocation Constraints in Reinforcement Learning
David Winkel, Niklas StrauÃ, Matthias Schubert +1
Portfolio optimization tasks describe sequential decision problems in which the investor's wealth is distributed across a set of assets. Allocation constraints are used to enforce…
cs.AI2024
Efficient Parking Search using Shared Fleet Data
Niklas StrauÃ, Lukas Rottkamp, Sebatian Schmoll +1
Finding an available on-street parking spot is a relevant problem of day-to-day life. In recent years, cities such as Melbourne and San Francisco deployed sensors that provide real…