Publications from the Goal-Oriented Long-Lived Systems Group at the Oxford Robotics Institute
Publications @ GOALS
Deeper Structure of Marine Heatwaves: Glider-Detected Anomalies in the North Sea
Reed CZ, Darvariu V-A, Hawes N & Johnson HL (2026)
Quantile-Coupled Flow Matching for Distributional Reinforcement Learning
Groom M, Darvariu V-A, Kunze L, Wilson J & Hawes N (2026)
BibTeX
@misc{quantilecoupled-2026/5,
title={Quantile-Coupled Flow Matching for Distributional Reinforcement Learning},
author={Groom M, Darvariu V-A, Kunze L, Wilson J & Hawes N},
year = "2026"
}
Think Fast! Learning to Control Online Reasoning in Stochastic Environments
Budd M, Lacerda B & Hawes N (2026), Aamas 2026 Proceedings of the 25th International Conference on Autonomous Agents and Multiagent Systems, 1583-1591
Failing Forward: Design and Deployment Lessons from Real-World Human-Robot Interaction
Tian L, Kirschbaum A, Neef C, Foster ME, Cooper S et al. (2026), 1384-1386
BibTeX
@inproceedings{failingforwardd-2026/3,
title={Failing Forward: Design and Deployment Lessons from Real-World Human-Robot Interaction},
author={Tian L, Kirschbaum A, Neef C, Foster ME, Cooper S et al.},
booktitle={Companion Proceedings of the 21st ACM/IEEE International Conference on Human-Robot Interaction},
pages={1384-1386},
year = "2026"
}
Risk-Aware Reinforcement Learning for Mobile Manipulation
Groom M, Wilson J, Hawes N & Kunze L (2026)
BibTeX
@misc{riskawarereinfo-2026/3,
title={Risk-Aware Reinforcement Learning for Mobile Manipulation},
author={Groom M, Wilson J, Hawes N & Kunze L},
year = "2026"
}
CC-VPSTO: Chance-Constrained Via-Point-Based Stochastic Trajectory Optimisation for Online Robot Motion Planning Under Uncertainty
Brudermüller L, Berger GO, Jankowski J, Bhattacharyya R, Calinon S et al. (2026), International Journal of Robotics Research
BibTeX
@article{ccvpstochanceco-2026/1,
title={CC-VPSTO: Chance-Constrained Via-Point-Based Stochastic Trajectory Optimisation for Online Robot Motion Planning Under Uncertainty},
author={Brudermüller L, Berger GO, Jankowski J, Bhattacharyya R, Calinon S et al.},
journal={International Journal of Robotics Research},
year = "2026"
}
Biodiversity research requires more motors in air, water and on land
QI MAN, Gadd M, DE MARTINI D, Davis K, Xiong B et al. (2025), Methods in Ecology and Evolution
Receding Horizon Control for Signal Temporal Logic Using Robustness-Conserving Partial Formula Evaluation
Ilyes R, Brudermüller L, Hawes N & Lacerda B (2025), IEEE Robotics and Automation Letters, 10(10), 10775-10782
BibTeX
@article{recedinghorizon-2025/10,
title={Receding Horizon Control for Signal Temporal Logic Using Robustness-Conserving Partial Formula Evaluation},
author={Ilyes R, Brudermüller L, Hawes N & Lacerda B},
journal={IEEE Robotics and Automation Letters},
volume={10},
pages={10775-10782},
publisher={Institute of Electrical and Electronics Engineers (IEEE)},
year = "2025"
}
A finite-state controller based offline solver for deterministic POMDPs
Schutz A, You Y, Mattamala M, Caliskanelli I, Lacerda B et al. (2025), Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, 8617-8625
BibTeX
@inproceedings{afinitestatecon-2025/10,
title={A finite-state controller based offline solver for deterministic POMDPs},
author={Schutz A, You Y, Mattamala M, Caliskanelli I, Lacerda B et al.},
booktitle={34th International Joint Conference on Artificial Intelligence (IJCAI 2025)},
pages={8617-8625},
year = "2025"
}
Receding Horizon Control for Signal Temporal Logic Using Robustness-Conserving Partial Formula Evaluation
Ilyes R, Brudermüller L, Hawes N & Lacerda B (2025), IEEE Robotics and Automation Letters, 10(10), 10775-10782
BibTeX
@article{recedinghorizon-2025/10,
title={Receding Horizon Control for Signal Temporal Logic Using Robustness-Conserving Partial Formula Evaluation},
author={Ilyes R, Brudermüller L, Hawes N & Lacerda B},
journal={IEEE Robotics and Automation Letters},
volume={10},
pages={10775-10782},
publisher={Institute of Electrical and Electronics Engineers (IEEE)},
year = "2025"
}
Multi-Agent Pickup and Delivery with Mobile Pickups
Flammini B, Hawes N & Lacerda B (2025), 00, 10525-10531
Decremental Dynamics Planning for Robot Navigation
Lu Y, Xu T, Wang L, Hawes N & Xiao X (2025), 00, 4559-4565
CHiPS: composing hierarchical Pareto solutions for scalable planning in multi-objective MDPs
Hentges C, Budd M, Platt A, Lacerda B, Parker D et al. (2025), 2025 European Conference on Mobile Robots (ECMR), 1-6
BibTeX
@inproceedings{chipscomposingh-2025/9,
title={CHiPS: composing hierarchical Pareto solutions for scalable planning in multi-objective MDPs},
author={Hentges C, Budd M, Platt A, Lacerda B, Parker D et al.},
booktitle={12th European Conference on Mobile Robots (ECMR 2025)},
pages={1-6},
year = "2025"
}
Generating causal explanations of vehicular agent behavioural interactions with learnt reward profiles
Howard R, Hawes N & Kunze L (2025), 2025 IEEE International Conference on Robotics and Automation (ICRA), 10416-10423
BibTeX
@inproceedings{generatingcausa-2025/9,
title={Generating causal explanations of vehicular agent behavioural interactions with learnt reward profiles},
author={Howard R, Hawes N & Kunze L},
booktitle={IEEE International Conference on Robotics and Automation (ICRA 2025)},
pages={10416-10423},
year = "2025"
}
LUMOS: language-conditioned imitation learning with world models
Demoss B, Hawes N & Posner H (2025), 2025 IEEE International Conference on Robotics and Automation (ICRA), 8219-8225
The Complexity Dynamics of Grokking
DeMoss B, Sapora S, Foerster J, Hawes N & Posner I (2025), Physica D Nonlinear Phenomena, 482, 134859-134859
SafeMove: multi-model navigation for fail-resistant autonomous nuclear material transport
Marquez-Gamez D, Harrison M, Pilon C, Marwood R, Stephens S et al. (2025), WM2025 Conference Proceedings
BibTeX
@inproceedings{safemovemultimo-2025/6,
title={SafeMove: multi-model navigation for fail-resistant autonomous nuclear material transport},
author={Marquez-Gamez D, Harrison M, Pilon C, Marwood R, Stephens S et al.},
booktitle={51st Annual Waste Management Symposia (WM2025)},
year = "2025"
}
DetMCVI: Life-sized deterministic POMDPs can be solved quickly with high success rates and small policy sizes
Schutz A, You Y, Mattamala ME, Caliskanelli I, Lacerda B et al. (2025)
BibTeX
@misc{detmcvilifesize-2025/5,
title={DetMCVI: Life-sized deterministic POMDPs can be solved quickly with high success rates and small policy sizes},
author={Schutz A, You Y, Mattamala ME, Caliskanelli I, Lacerda B et al.},
year = "2025"
}
DetMCVI: Life-sized deterministic POMDPs can be solved quickly with high success rates and small policy sizes
Schutz A, You Y, Mattamala ME, Caliskanelli I, Lacerda B et al. (2025)
BibTeX
@misc{detmcvilifesize-2025/5,
title={DetMCVI: Life-sized deterministic POMDPs can be solved quickly with high success rates and small policy sizes},
author={Schutz A, You Y, Mattamala ME, Caliskanelli I, Lacerda B et al.},
year = "2025"
}
Group decision-making in robot teleoperation: two heads are better than one
Nguyen A, Bhattacharyya R, Colombatto C, Fleming S, Posner H et al. (2025), 489-500
BibTeX
@inproceedings{groupdecisionma-2025/3,
title={Group decision-making in robot teleoperation: two heads are better than one},
author={Nguyen A, Bhattacharyya R, Colombatto C, Fleming S, Posner H et al.},
booktitle={IEEE/ACM International Conference on Human-Robot Interaction (HRI 2025)},
pages={489-500},
year = "2025"
}