220 citations
- University of GrazAT3 papers
- Humboldt-Universität zu BerlinDE2 papers
- Institute of Physics BelgradeRS2 papers
- Johannes Kepler University of LinzAT2 papers
- Centre Inria de l'Université de LilleFR1 paper
- Centre National de la Recherche ScientifiqueFR1 paper
- Data61AU1 paper
- Indian Institute of Technology BombayIN1 paper
- Institut de Mathématiques de ToulouseFR1 paper
- Institute of PhysicsPL1 paper
- Isfahan University of TechnologyIR1 paper
- Leibniz University HannoverDE1 paper
4 papers · 1 filter
Optimal Regret Bounds for Selecting the State Representation in Reinforcement Learning
Odalric-Ambrym Maillard, Phuong Nguyen, Ronald Ortner +1
We consider an agent interacting with an environment in a single stream of actions, observations, and rewards, with no reset. This process is not assumed to be a Markov Decision Pr…
Nucleation and growth of thin films of rod--like conjugated molecules
Gregor Hlawacek, Christian Teichert
Thin films formed from small molecules rapidly gain importance in different technological fields. To explain their growth, methods developed for zero--dimensional atoms as the film…
Online Regret Bounds for Undiscounted Continuous Reinforcement Learning
Ronald Ortner, Daniil Ryabko
We derive sublinear regret bounds for undiscounted reinforcement learning in continuous state space. The proposed algorithm combines state aggregation with the use of upper confide…
Predicting the electronic structure of weakly interacting hybrid systems: The example of nanosized pea-pod structures
Matus Milko, Peter Puschnig, Claudia Draxl
We provide a simple scheme for predicting the electronic structure of van-der-Waals bound systems, based on the mere knowledge of the electronic structure of the subunits. We demon…