Gavin Rens

Publication Activity (10 Years)

Years Active: 2010-2023
Publications (10 Years): 24

Top Topics

Probabilistic Logic

Agent Architecture

Technical Report

Top Venues

ICAART (Revised Selected Papers)

Publications

Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt
Safe Reinforcement Learning via Probabilistic Logic Shields. NeSy (2023)
Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt
Safe Reinforcement Learning via Probabilistic Logic Shields. IJCAI (2023)
Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt
Safe Reinforcement Learning via Probabilistic Logic Shields. CoRR (2023)
Gavin Rens, Wen-Chi Yang, Jean-François Raskin, Luc De Raedt
Learning Probabilistic Temporal Safety Properties from Examples in Relational Domains. CoRR (2022)
Catherine Susan Price, Deshen Moodley, Anban W. Pillay, Gavin Rens
An adaptive, probabilistic, cognitive agent architecture for modelling sugarcane growers' operational decision-making. South Afr. Comput. J. 34 (1) (2022)
Ilio Boone, Gavin Rens
Learning Optimal Behavior in Environments with Non-stationary Observations. ICAART (3) (2022)
Gavin Rens, Jean-François Raskin, Raphaël Reynouard, Giuseppe Marra
Online Learning of non-Markovian Reward Models. ICAART (2) (2021)
David Maoujoud, Gavin Rens
Reputation-driven Decision-making in Networks of Stochastic Agents. CoRR (2020)
Gavin Rens, Jean-François Raskin
Learning Non-Markovian Reward Models in MDPs. CoRR (2020)
Gavin Rens, Jean-François Raskin, Raphaël Reynouad, Giuseppe Marra
Online Learning of Non-Markovian Reward Models. CoRR (2020)
Gavin Rens, Thomas Andreas Meyer
Probabilistic Belief Update via Mixing Endogenous Actions and Exogenous Events. DKB/KIK@KI (2018)
Gavin Rens, Abhaya Nayak, Thomas Meyer
Maximizing Expected Impact in an Agent Reputation Network - Technical Report. CoRR (2018)
Gavin Rens, Thomas Andreas Meyer, Gabriele Kern-Isberner, Abhaya Nayak
Probabilistic Belief Revision via Similarity of Worlds Modulo Evidence. KI (2018)
Gavin Rens, Abhaya Nayak, Thomas Andreas Meyer
Maximizing Expected Impact in an Agent Reputation Network. KI (2018)
Jude A. Adeleke, Deshendran Moodley, Gavin Rens, Aderemi Oluyinka Adewumi
Integrating Statistical Machine Learning in a Semantic Sensor Web for Proactive Monitoring and Control. Sensors 17 (4) (2017)
Gavin Rens, Thomas Andreas Meyer
Imagining Probabilistic Belief Change as Imaging (Technical Report). CoRR (2017)
Gavin Rens, Deshendran Moodley
A hybrid POMDP-BDI agent architecture with online stochastic planning and plan caching. Cogn. Syst. Res. 43 (2017)
Gavin Rens
A Stochastic Belief Change Framework with a Stream of Expiring Observations (Short Paper). ECAI (2016)
Gavin Rens, Thomas Andreas Meyer, Giovanni Casini
Revising Incompletely Specified Convex Probabilistic Belief Bases. CoRR (2016)
Gavin Rens
A Stochastic Belief Change Framework with an Observation Stream and Defaults as Expired Observations. DARe@ECAI (2016)
Gavin Rens
On Stochastic Belief Revision and Update and their Combination. CoRR (2016)
Gavin Rens, Deshendran Moodley
A Hybrid POMDP-BDI Agent Architecture with Online Stochastic Planning and Plan Caching. CoRR (2016)
Gavin Rens, Gabriele Kern-Isberner
An Approach to Qualitative Belief Change Modulo Ontic Strength. DARe@ECAI (2016)
Gavin Rens, Thomas Andreas Meyer, Giovanni Casini
On Revision of Partially Specified Convex Probabilistic Belief Bases. ECAI (2016)
Gavin Rens, Thomas Andreas Meyer, Gerhard Lakemeyer
A Logic for Reasoning About Decision-Theoretic Projections. ICAART (Revised Selected Papers) (2015)
Gavin Rens, Thomas Andreas Meyer, Gerhard Lakemeyer
A Modal Logic for the Decision-Theoretic Projection Problem. ICAART (2) (2015)
Gavin Rens, Thomas Andreas Meyer
A Hybrid POMDP-BDI Agent Architecture with Online Stochastic Planning and Desires with Changing Intensity Levels. ICAART (Revised Selected Papers) (2015)
Gavin Rens, Thomas Andreas Meyer
Hybrid POMDP-BDI - An Agent Architecture with Online Stochastic Planning and Desires with Changing Intensity Levels. ICAART (1) (2015)
Gavin Rens
Speeding up Online POMDP Planning - Unification of Observation Branches by Belief-state Compression Via Expected Feature Values. ICAART (2) (2015)
Gavin Rens, Thomas Meyer, Gerhard Lakemeyer
SLAP: Specification logic of actions with probability. J. Appl. Log. 12 (2) (2014)
Gavin Rens, Thomas Meyer, Gerhard Lakemeyer
A Logic for Specifying Stochastic Actions and Observations. FoIKS (2014)
Gavin Rens, Alexander Ferrein
Belief-node condensation for online POMDP algorithms. AFRICON (2013)
Gavin Rens, Gerhard Lakemeyer, Thomas Meyer
A Logic for Specifying Agent Actions and Observations with Probability. STAIRS (2012)
Gavin Rens
From an Agent Logic to an Agent Programming Language for Partially Observable Stochastic Domains. IJCAI (2011)
Gavin Rens, Ivan José Varzinczak, Thomas Meyer, Alexander Ferrein
A Logic for Reasoning about Actions and Explicit Observations. Australasian Conference on Artificial Intelligence (2010)