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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)

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@misc{deeperstructure-2026/9,
  title={Deeper Structure of Marine Heatwaves: Glider-Detected Anomalies in the North Sea},
  author={Reed CZ, Darvariu V-A, Hawes N & Johnson HL},
  year = "2026"
}

Quantile-Coupled Flow Matching for Distributional Reinforcement Learning

Groom M, Darvariu V-A, Kunze L, Wilson J & Hawes N (2026)

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@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

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@inproceedings{thinkfastlearni-2026/5,
  title={Think Fast! Learning to Control Online Reasoning in Stochastic Environments},
  author={Budd M, Lacerda B & Hawes N},
  pages={1583-1591},
  year = "2026"
}

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

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@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)

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@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

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@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

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@article{biodiversityres-2025/12,
  title={Biodiversity research requires more motors in air, water and on land},
  author={QI MAN, Gadd M, DE MARTINI D, Davis K, Xiong B et al.},
  journal={Methods in Ecology and Evolution},
  publisher={Wiley},
  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

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@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

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@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

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@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

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@inproceedings{multiagentpicku-2025/10,
  title={Multi-Agent Pickup and Delivery with Mobile Pickups},
  author={Flammini B, Hawes N & Lacerda B},
  booktitle={2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  pages={10525-10531},
  year = "2025"
}

Decremental Dynamics Planning for Robot Navigation

Lu Y, Xu T, Wang L, Hawes N & Xiao X (2025), 00, 4559-4565

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@inproceedings{decrementaldyna-2025/10,
  title={Decremental Dynamics Planning for Robot Navigation},
  author={Lu Y, Xu T, Wang L, Hawes N & Xiao X},
  booktitle={2025 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  pages={4559-4565},
  year = "2025"
}

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

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@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

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@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

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@inproceedings{lumoslanguageco-2025/9,
  title={LUMOS: language-conditioned imitation learning with world models},
  author={Demoss B, Hawes N & Posner H},
  booktitle={IEEE Robotics and Automation Society (RAS 2025)},
  pages={8219-8225},
  year = "2025"
}

The Complexity Dynamics of Grokking

DeMoss B, Sapora S, Foerster J, Hawes N & Posner I (2025), Physica D Nonlinear Phenomena, 482, 134859-134859

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@article{thecomplexitydy-2025/8,
  title={The Complexity Dynamics of Grokking},
  author={DeMoss B, Sapora S, Foerster J, Hawes N & Posner I},
  journal={Physica D Nonlinear Phenomena},
  volume={482},
  number={134859},
  pages={134859-134859},
  publisher={Elsevier},
  year = "2025"
}

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

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@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)

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@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)

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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

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@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"
}