| 2025 | ICAART | Belief Re-Use in Partially Observable Monte Carlo Tree Search. | Ebert Theeuwes, Gabriele Venturato, Gavin Rens |
| 2025 | ICAART | A Two-Phase Safe Reinforcement Learning Framework for Finding the Safe Policy Space. | A. J. Westley, Gavin Rens |
| 2023 | IJCAI | Safe Reinforcement Learning via Probabilistic Logic Shields. | Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt |
| 2023 | NeSy | Safe Reinforcement Learning via Probabilistic Logic Shields. | Wen-Chi Yang, Giuseppe Marra, Gavin Rens, Luc De Raedt |
| 2022 | ICAART | Learning Optimal Behavior in Environments with Non-stationary Observations. | Ilio Boone, Gavin Rens |
| 2021 | ICAART | Online Learning of non-Markovian Reward Models. | Gavin Rens, Jean-Franois Raskin, Raphal Reynouard, Giuseppe Marra |
| 2018 | KI | Probabilistic Belief Update via Mixing Endogenous Actions and Exogenous Events. | Gavin Rens, Thomas Andreas Meyer |
| 2018 | KI | Probabilistic Belief Revision via Similarity of Worlds Modulo Evidence. | Gavin Rens, Thomas Andreas Meyer, Gabriele Kern-Isberner, Abhaya Nayak |
| 2018 | KI | Maximizing Expected Impact in an Agent Reputation Network. | Gavin Rens, Abhaya Nayak, Thomas Andreas Meyer |
| 2016 | ECAI | A Stochastic Belief Change Framework with a Stream of Expiring Observations (Short Paper). | Gavin Rens |
| 2016 | ECAI | A Stochastic Belief Change Framework with an Observation Stream and Defaults as Expired Observations. | Gavin Rens |
| 2016 | ECAI | An Approach to Qualitative Belief Change Modulo Ontic Strength. | Gavin Rens, Gabriele Kern-Isberner |
| 2016 | ECAI | On Revision of Partially Specified Convex Probabilistic Belief Bases. | Gavin Rens, Thomas Andreas Meyer, Giovanni Casini |
| 2015 | ICAART | Speeding up Online POMDP Planning - Unification of Observation Branches by Belief-state Compression Via Expected Feature Values. | Gavin Rens |
| 2015 | ICAART | Hybrid POMDP-BDI - An Agent Architecture with Online Stochastic Planning and Desires with Changing Intensity Levels. | Gavin Rens, Thomas Andreas Meyer |
| 2015 | ICAART | A Hybrid POMDP-BDI Agent Architecture with Online Stochastic Planning and Desires with Changing Intensity Levels. | Gavin Rens, Thomas Andreas Meyer |
| 2015 | ICAART | A Modal Logic for the Decision-Theoretic Projection Problem. | Gavin Rens, Thomas Andreas Meyer, Gerhard Lakemeyer |
| 2015 | ICAART | A Logic for Reasoning About Decision-Theoretic Projections. | Gavin Rens, Thomas Andreas Meyer, Gerhard Lakemeyer |
| 2011 | IJCAI | From an Agent Logic to an Agent Programming Language for Partially Observable Stochastic Domains. | Gavin Rens |