63 citations · 148 across the 18 of their papers we have counts for
3 papers · 1 filter
A Robust Policy Bootstrapping Algorithm for Multi-objective Reinforcement Learning in Non-stationary Environments
Sherif Abdelfattah, Kathryn Kasmarik, Jiankun Hu
Multi-objective Markov decision processes are a special kind of multi-objective optimization problem that involves sequential decision making while satisfying the Markov property o…
Intrinsically Motivated Hierarchical Policy Learning in Multi-objective Markov Decision Processes
Sherif Abdelfattah, Kathryn Merrick, Jiankun Hu
Multi-objective Markov decision processes are sequential decision-making problems that involve multiple conflicting reward functions that cannot be optimized simultaneously without…
From Deep to Shallow: Transformations of Deep Rectifier Networks
Senjian An, Farid Boussaid, Mohammed Bennamoun +1
In this paper, we introduce transformations of deep rectifier networks, enabling the conversion of deep rectifier networks into shallow rectifier networks. We subsequently prove th…