A hybrid POMDP-BDI agent architecture with online stochastic planning and plan caching G Rens, D Moodley Cognitive Systems Research 43, 1-20, 2017 | 23 | 2017 |
Integrating statistical machine learning in a semantic sensor web for proactive monitoring and control JA Adeleke, D Moodley, G Rens, AO Adewumi Sensors 17 (4), 807, 2017 | 19 | 2017 |
Learning non-Markovian reward models in MDPs G Rens, JF Raskin arXiv preprint arXiv:2001.09293, 2020 | 11 | 2020 |
A Belief-Desire-Intention Architecture with a Logic-Based Planner for Agents in Stochastics Domains GB Rens University of South Africa, 2010 | 11 | 2010 |
On revision of partially specified convex probabilistic belief bases G Rens, T Meyer, G Casini IOS Press, 2016 | 10 | 2016 |
BDI agent architecture for a POMDP planner G Rens, A Ferrein, E Van der Poel | 10 | 2009 |
Online learning of non-markovian reward models G Rens, JF Raskin, R Reynouad, G Marra arXiv preprint arXiv:2009.12600, 2020 | 9 | 2020 |
A new approach to probabilistic belief change GB Rens, T Meyer The Twenty-Eighth International Flairs Conference, 2015 | 8 | 2015 |
SLAP: Specification logic of actions with probability G Rens, T Meyer, G Lakemeyer Journal of Applied Logic 12 (2), 128-150, 2014 | 8 | 2014 |
On stochastic belief revision and update and their combination G Rens arXiv preprint arXiv:1604.02126, 2016 | 7 | 2016 |
On the logical specification of probabilistic transition models G Rens, T Meyer, G Lakemeyer Proceedings of the Eleventh International Symposium on Logical …, 2013 | 7 | 2013 |
A Logic for Reasoning about Actions and Explicit Observations. G Rens, IJ Varzinczak, T Meyer, A Ferrein Australasian Conference on Artificial Intelligence, 395-404, 2010 | 6 | 2010 |
A logic for reasoning about decision-theoretic projections G Rens, T Meyer, G Lakemeyer Agents and Artificial Intelligence: 7th International Conference, ICAART …, 2015 | 5* | 2015 |
A logic for specifying stochastic actions and observations G Rens, T Meyer, G Lakemeyer Foundations of Information and Knowledge Systems: 8th International …, 2014 | 5 | 2014 |
A Stochastic Belief Change Framework with an Observation Stream and Defaults as Expired Observations. G Rens DARe@ ECAI, 2016 | 3 | 2016 |
Formalisms for agents reasoning with stochastic actions and perceptions. GB Rens | 3 | 2014 |
Belief-node condensation for online POMDP algorithms G Rens, A Ferrein 2013 Africon, 1-5, 2013 | 3 | 2013 |
A Logic for Specifying Agent Actions and Observations with Probability. G Rens, G Lakemeyer, T Meyer STAIRS, 252-263, 2012 | 3 | 2012 |
Partially observable Markov decision logic, Part I: Introducing explicit observation constants G Rens, I Varzinczak, T Meyer KRR-10-01. Tech. rep., Knowledge Representation and Reasoning, Meraka …, 2010 | 3 | 2010 |
Extending DTGolog to deal with POMDPs G Rens, A Ferrein, E van der Poel PRASA, 2008 | 3 | 2008 |