Gavin Rens

37 papers A* 2A 2C 1Misc 2Journal 14Unranked 16
YearRankTypeTitle / Venue / Authors
2025 — conf
A Two-Phase Safe Reinforcement Learning Framework for Finding the Safe Policy Space.
ICAART (2)
A. J. Westley, Gavin Rens
2025 — conf
Belief Re-Use in Partially Observable Monte Carlo Tree Search.
ICAART (2)
Ebert Theeuwes, Gabriele Venturato, Gavin Rens
2023 A* conf
Safe Reinforcement Learning via Probabilistic Logic Shields.
IJCAI
Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt
2023 C conf
Safe Reinforcement Learning via Probabilistic Logic Shields.
NeSy
Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt
2023 J jnl
Safe Reinforcement Learning via Probabilistic Logic Shields.
CoRR
Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt
2022 J jnl
An adaptive, probabilistic, cognitive agent architecture for modelling sugarcane growers' operational decision-making.
South Afr. Comput. J.
Catherine Susan Price, Deshen Moodley, Anban W. Pillay, Gavin Rens
2022 — conf
Learning Optimal Behavior in Environments with Non-stationary Observations.
ICAART (3)
Ilio Boone, Gavin Rens
2022 J jnl
Learning Probabilistic Temporal Safety Properties from Examples in Relational Domains.
CoRR
Gavin Rens, Wen-Chi Yang, Jean-François Raskin, Luc De Raedt
2021 — conf
Online Learning of non-Markovian Reward Models.
ICAART (2)
Gavin Rens, Jean-François Raskin, Raphaël Reynouard, Giuseppe Marra
2020 J jnl
Learning Non-Markovian Reward Models in MDPs.
CoRR
Gavin Rens, Jean-François Raskin
2020 J jnl
Online Learning of Non-Markovian Reward Models.
CoRR
Gavin Rens, Jean-François Raskin, Raphaël Reynouad, Giuseppe Marra
2020 J jnl
Reputation-driven Decision-making in Networks of Stochastic Agents.
CoRR
David Maoujoud, Gavin Rens
2018 J jnl
Maximizing Expected Impact in an Agent Reputation Network - Technical Report.
CoRR
Gavin Rens, Abhaya Nayak, Thomas Meyer
2018 Misc conf
Maximizing Expected Impact in an Agent Reputation Network.
KI
Gavin Rens, Abhaya Nayak, Thomas Andreas Meyer
2018 Misc conf
Probabilistic Belief Revision via Similarity of Worlds Modulo Evidence.
KI
Gavin Rens, Thomas Andreas Meyer, Gabriele Kern-Isberner, Abhaya Nayak
2018 — conf
Probabilistic Belief Update via Mixing Endogenous Actions and Exogenous Events.
DKB/KIK@KI
Gavin Rens, Thomas Andreas Meyer
2017 J jnl
A hybrid POMDP-BDI agent architecture with online stochastic planning and plan caching.
Cogn. Syst. Res.
Gavin Rens, Deshendran Moodley
2017 J jnl
Imagining Probabilistic Belief Change as Imaging (Technical Report).
CoRR
Gavin Rens, Thomas Andreas Meyer
2017 J jnl
Integrating Statistical Machine Learning in a Semantic Sensor Web for Proactive Monitoring and Control.
Sensors
Jude A. Adeleke, Deshendran Moodley, Gavin Rens, Aderemi Oluyinka Adewumi
2016 J jnl
A Hybrid POMDP-BDI Agent Architecture with Online Stochastic Planning and Plan Caching.
CoRR
Gavin Rens, Deshendran Moodley
2016 A conf
A Stochastic Belief Change Framework with a Stream of Expiring Observations (Short Paper).
ECAI
Gavin Rens
2016 — conf
A Stochastic Belief Change Framework with an Observation Stream and Defaults as Expired Observations.
DARe@ECAI
Gavin Rens
2016 — conf
An Approach to Qualitative Belief Change Modulo Ontic Strength.
DARe@ECAI
Gavin Rens, Gabriele Kern-Isberner
2016 A conf
On Revision of Partially Specified Convex Probabilistic Belief Bases.
ECAI
Gavin Rens, Thomas Andreas Meyer, Giovanni Casini
2016 J jnl
On Stochastic Belief Revision and Update and their Combination.
CoRR
Gavin Rens
2016 J jnl
Revising Incompletely Specified Convex Probabilistic Belief Bases.
CoRR
Gavin Rens, Thomas Andreas Meyer, Giovanni Casini
2015 — conf
A Hybrid POMDP-BDI Agent Architecture with Online Stochastic Planning and Desires with Changing Intensity Levels.
ICAART (Revised Selected Papers)
Gavin Rens, Thomas Andreas Meyer
2015 — conf
A Logic for Reasoning About Decision-Theoretic Projections.
ICAART (Revised Selected Papers)
Gavin Rens, Thomas Andreas Meyer, Gerhard Lakemeyer
2015 — conf
A Modal Logic for the Decision-Theoretic Projection Problem.
ICAART (2)
Gavin Rens, Thomas Andreas Meyer, Gerhard Lakemeyer
2015 — conf
Hybrid POMDP-BDI - An Agent Architecture with Online Stochastic Planning and Desires with Changing Intensity Levels.
ICAART (1)
Gavin Rens, Thomas Andreas Meyer
2015 — conf
Speeding up Online POMDP Planning - Unification of Observation Branches by Belief-state Compression Via Expected Feature Values.
ICAART (2)
Gavin Rens
2014 — conf
A Logic for Specifying Stochastic Actions and Observations.
FoIKS
Gavin Rens, Thomas Meyer, Gerhard Lakemeyer
2014 J jnl
SLAP: Specification logic of actions with probability.
J. Appl. Log.
Gavin Rens, Thomas Meyer, Gerhard Lakemeyer
2013 — conf
Belief-node condensation for online POMDP algorithms.
AFRICON
Gavin Rens, Alexander Ferrein
2012 — conf
A Logic for Specifying Agent Actions and Observations with Probability.
STAIRS
Gavin Rens, Gerhard Lakemeyer, Thomas Meyer
2011 A* conf
From an Agent Logic to an Agent Programming Language for Partially Observable Stochastic Domains.
IJCAI
Gavin Rens
2010 — conf
A Logic for Reasoning about Actions and Explicit Observations.
Australasian Conference on Artificial Intelligence
Gavin Rens, Ivan Varzinczak, Thomas Meyer, Alexander Ferrein