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Showing 50 publications by Lars Kunze

S-RAF: a simulation-based robustness assessment framework for responsible autonomous driving

Omeiza D, Somaiya P, Pattinson J-A, Ten Holter C, Stilgoe J et al. (2024), Proceedings of the 2024 AAAI Fall Symposia, 4(1), 89-96

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@inproceedings{srafasimulation-2024/11,
  title={S-RAF: a simulation-based robustness assessment framework for responsible autonomous driving},
  author={Omeiza D, Somaiya P, Pattinson J-A, Ten Holter C, Stilgoe J et al.},
  booktitle={AAAI Fall Symposium 2024},
  pages={89-96},
  year = "2024"
}

CERES: Critical-Event Reconstruction via Temporal Scene Graph Completion

Panagiotaki E, Pramatarov G, Kunze L & De Martini D (2024)

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@misc{cerescriticalev-2024/10,
  title={CERES: Critical-Event Reconstruction via Temporal Scene Graph Completion},
  author={Panagiotaki E, Pramatarov G, Kunze L & De Martini D},
  year = "2024"
}

NAR-*ICP: Neural Execution of Classical ICP-based Pointcloud Registration Algorithms

Panagiotaki E, De Martini D, Kunze L & Veli??kovi?? P (2024)

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@misc{naricpneuralexe-2024/10,
  title={NAR-*ICP: Neural Execution of Classical ICP-based Pointcloud Registration Algorithms},
  author={Panagiotaki E, De Martini D, Kunze L & Veli??kovi?? P},
  year = "2024"
}

What's missing from this picture? Ethical, legal, and practical challenges for autonomous-vehicle data-recorders

Ten Holter C, Kunze L, Pattinson J-A, Salvini P, Attias J et al. (2024), TAS '24: Proceedings of the Second International Symposium on Trustworthy Autonomous Systems

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@inproceedings{whatsmissingfro-2024/9,
  title={What's missing from this picture? Ethical, legal, and practical challenges for autonomous-vehicle data-recorders},
  author={Ten Holter C, Kunze L, Pattinson J-A, Salvini P, Attias J et al.},
  booktitle={2nd International Symposium on Trustworthy Autonomous Systems (TAS 2024)},
  year = "2024"
}

I can do anything with my AV data (but I won???t do that): public attitudes towards data recorders in self-driving cars

Pattinson J-A, Ten Holter C, Grieman K, Salvini P, Kunze L et al. (2024)

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@inproceedings{icandoanythingw-2024/9,
  title={I can do anything with my AV data (but I won???t do that): public attitudes towards data recorders in self-driving cars},
  author={Pattinson J-A, Ten Holter C, Grieman K, Salvini P, Kunze L et al.},
  booktitle={2nd International Symposium on Trustworthy Autonomous Systems (TAS 2024)},
  year = "2024"
}

OORD: the Oxford Offroad Radar Dataset

Gadd M, De Martini D, Bartlett O, Murcutt P, Towlson M et al. (2024), IEEE Transactions on Intelligent Transportation Systems, 25(11), 18779-18790

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@article{oordtheoxfordof-2024/8,
  title={OORD: the Oxford Offroad Radar Dataset},
  author={Gadd M, De Martini D, Bartlett O, Murcutt P, Towlson M et al.},
  journal={IEEE Transactions on Intelligent Transportation Systems},
  volume={25},
  pages={18779-18790},
  publisher={IEEE},
  year = "2024"
}

How well do drivers adapt to remote operation? Learning from remote drivers with on-road experience

Hardin B, Salvini P, Jirotka M & Kunze L (2024), 2024 IEEE Intelligent Vehicles Symposium (IV), 23-28

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@inproceedings{howwelldodriver-2024/7,
  title={How well do drivers adapt to remote operation? Learning from
remote drivers with on-road experience},
  author={Hardin B, Salvini P, Jirotka M & Kunze L},
  booktitle={35th IEEE Intelligent Vehicles Symposium (IV 2024)},
  pages={23-28},
  year = "2024"
}

On self-driving cars and its (broken?) promises. A case study analysis of the German Act on Autonomous Driving

Salvini P, Kunze L & Jirotka M (2024), Technology in Society, 78, 102628

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@article{onselfdrivingca-2024/6,
  title={On self-driving cars and its (broken?) promises. A case study analysis of the German Act on Autonomous Driving},
  author={Salvini P, Kunze L & Jirotka M},
  journal={Technology in Society},
  volume={78},
  number={102628},
  pages={102628},
  publisher={Elsevier BV},
  year = "2024"
}

Real-time 3D semantic occupancy prediction for autonomous vehicles using memory-efficient sparse convolution

Sze S & Kunze L (2024), 00, 1286-1293

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@inproceedings{realtimedsemant-2024/6,
  title={Real-time 3D semantic occupancy prediction for autonomous vehicles using memory-efficient sparse convolution},
  author={Sze S & Kunze L},
  booktitle={2024 IEEE Intelligent Vehicles Symposium (IV)},
  pages={1286-1293},
  year = "2024"
}

RobotCycle: Assessing Cycling Safety in Urban Environments

Panagiotaki E, Reinmund T, Mouton S, Pitt L, Shanthini AS et al. (2024)

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@misc{robotcycleasses-2024/6,
  title={RobotCycle: Assessing Cycling Safety in Urban Environments},
  author={Panagiotaki E, Reinmund T, Mouton S, Pitt L, Shanthini AS et al.},
  year = "2024"
}

Transitioning towards a proactive practice: a longitudinal field study on the implementation of a ML system in adult social care

Reinmund T, Kunze L & Jirotka M (2024), CHI '24: Proceedings of the CHI Conference on Human Factors in Computing Systems

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@inproceedings{transitioningto-2024/5,
  title={Transitioning towards a proactive practice: a longitudinal field study on the implementation of a ML system in adult social care},
  author={Reinmund T, Kunze L & Jirotka M},
  booktitle={2024 ACM CHI Conference on Human Factors in Computing Systems (CHI 2024)},
  year = "2024"
}

Risk-aware Trajectory Prediction by Incorporating Spatio-temporal Traffic Interaction Analysis

Thuremella D, Ince L & Kunze L (2024), 00, 14421-14427

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@inproceedings{riskawaretrajec-2024/5,
  title={Risk-aware Trajectory Prediction by Incorporating Spatio-temporal Traffic Interaction Analysis},
  author={Thuremella D, Ince L & Kunze L},
  booktitle={2024 IEEE International Conference on Robotics and Automation (ICRA)},
  pages={14421-14427},
  year = "2024"
}

Aloft: Self-Adaptive Drone Controller Testbed

Imrie C, Howard R, Thuremella D, Proma NM, Pandey T et al. (2024), 00, 70-76

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@inproceedings{aloftselfadapti-2024/4,
  title={Aloft: Self-Adaptive Drone Controller Testbed},
  author={Imrie C, Howard R, Thuremella D, Proma NM, Pandey T et al.},
  booktitle={Proceedings of the 19th International Symposium on Software Engineering for Adaptive and Self-Managing Systems},
  pages={70-76},
  year = "2024"
}

A Causal Bayesian Network and Probabilistic Programming Based Reasoning Framework for Robot Manipulation Under Uncertainty

Cannizzaro R, Groom M, Routley J, Ness RO & Kunze L (2024)

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BibTeX
@misc{acausalbayesian-2024/3,
  title={A Causal Bayesian Network and Probabilistic Programming Based Reasoning
  Framework for Robot Manipulation Under Uncertainty},
  author={Cannizzaro R, Groom M, Routley J, Ness RO & Kunze L},
  year = "2024"
}

OORD: The Oxford Offroad Radar Dataset

Gadd M, De Martini D, Bartlett O, Murcutt P, Towlson M et al. (2024)

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@misc{oordtheoxfordof-2024/3,
  title={OORD: The Oxford Offroad Radar Dataset},
  author={Gadd M, De Martini D, Bartlett O, Murcutt P, Towlson M et al.},
  year = "2024"
}

Semantic interpretation and validation of graph attention-based explanations for GNN models

Panagiotaki E, De Martini D & Kunze L (2024)

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@misc{semanticinterpr-2024/2,
  title={Semantic interpretation and validation of graph attention-based explanations for GNN models},
  author={Panagiotaki E, De Martini D & Kunze L},
  year = "2024"
}

Semantic interpretation and validation of graph attention-based explanations for GNN models

Panagiotaki E, De Martini D & Kunze L (2024), 2023 21st International Conference on Advanced Robotics (ICAR), 375-380

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@inproceedings{semanticinterpr-2024/2,
  title={Semantic interpretation and validation of graph attention-based explanations for GNN models},
  author={Panagiotaki E, De Martini D & Kunze L},
  booktitle={21st International Conference on Advanced Robotics (ICAR 2023)},
  pages={375-380},
  year = "2024"
}

RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model

Yuan J, Sun S, Omeiza D, Zhao B, Newman P et al. (2024)

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@misc{ragdrivergenera-2024/2,
  title={RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model},
  author={Yuan J, Sun S, Omeiza D, Zhao B, Newman P et al.},
  year = "2024"
}

SEM-GAT: explainable semantic pose estimation using learned graph attention

Panagiotaki E, De Martini D, Pramatarov G, Gadd M & Kunze L (2024), 367-374

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@inproceedings{semgatexplainab-2024/2,
  title={SEM-GAT: explainable semantic pose estimation using learned graph attention},
  author={Panagiotaki E, De Martini D, Pramatarov G, Gadd M & Kunze L},
  booktitle={21st International Conference on Advanced Robotics (ICAR 2023)},
  pages={367-374},
  year = "2024"
}

Variable autonomy through responsible robotics: design guidelines and research agenda

Reinmund T, Salvini P, Kunze L, Jirotka M & Winfield AFT (2024), ACM Transactions on Human-Robot Interaction, 13(1), 1-36

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@article{variableautonom-2024/1,
  title={Variable autonomy through responsible robotics: design guidelines and research agenda},
  author={Reinmund T, Salvini P, Kunze L, Jirotka M & Winfield AFT},
  journal={ACM Transactions on Human-Robot Interaction},
  volume={13},
  number={7},
  pages={1-36},
  publisher={Association for Computing Machinery},
  year = "2024"
}

From Feature Importance to Natural Language Explanations Using LLMs with RAG

Tekkesinoglu S & Kunze L (2024), CEUR Workshop Proceedings, 3803, 114-132

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@inproceedings{fromfeatureimpo-2024/1,
  title={From Feature Importance to Natural Language Explanations Using LLMs with RAG},
  author={Tekkesinoglu S & Kunze L},
  pages={114-132},
  year = "2024"
}

Human involvement in autonomous decision-making systems. Lessons learned from three case studies in aviation, social care and road vehicles

Salvini P, Reinmund T, Hardin B, Grieman K, Ten Holter CA et al. (2023), Frontiers in Political Science, 5

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@article{humaninvolvemen-2023/12,
  title={Human involvement in autonomous decision-making systems. Lessons learned from three case studies in aviation, social care and road vehicles},
  author={Salvini P, Reinmund T, Hardin B, Grieman K, Ten Holter CA et al.},
  journal={Frontiers in Political Science},
  volume={5},
  number={1238461},
  publisher={Frontiers Media},
  year = "2023"
}

CAR-DESPOT: causally-informed online POMDP planning for robots in confounded environments

Cannizzaro R & Kunze L (2023), 2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2018-2025

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@inproceedings{cardespotcausal-2023/10,
  title={CAR-DESPOT: causally-informed online POMDP planning for robots in confounded environments},
  author={Cannizzaro R & Kunze L},
  booktitle={2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2023)},
  pages={2018-2025},
  year = "2023"
}

LROC-PANGU-GAN: closing the simulation gap in learning crater segmentation with planetary simulators

La J, Phadke J, Hutton M, Schwinning M, De Canio G et al. (2023), Proceedings of ASTRA 2023

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@inproceedings{lrocpanguganclo-2023/10,
  title={LROC-PANGU-GAN: closing the simulation gap in learning crater segmentation with planetary simulators},
  author={La J, Phadke J, Hutton M, Schwinning M, De Canio G et al.},
  booktitle={17th Symposium on Advanced Space Technologies in Robotics and Automation (ASTRA 2023)},
  year = "2023"
}

CC-SGG: Corner Case Scenario Generation using Learned Scene Graphs

Drayson G, Panagiotaki E, Omeiza D & Kunze L (2023)

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@misc{ccsggcornercase-2023/9,
  title={CC-SGG: Corner Case Scenario Generation using Learned Scene Graphs},
  author={Drayson G, Panagiotaki E, Omeiza D & Kunze L},
  year = "2023"
}

CC-SGG: Corner Case Scenario Generation using Learned Scene Graphs

Drayson G, Panagiotaki E, Omeiza D & Kunze L (2023)

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@misc{ccsggcornercase-2023/9,
  title={CC-SGG: Corner Case Scenario Generation using Learned Scene Graphs},
  author={Drayson G, Panagiotaki E, Omeiza D & Kunze L},
  year = "2023"
}

Evaluating temporal observation-based causal discovery techniques applied to road driver behaviour

Howard R & Kunze L (2023), Proceedings for Machine Learning Research, 213, 473-498

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@inproceedings{evaluatingtempo-2023/8,
  title={Evaluating temporal observation-based causal discovery techniques applied to road driver behaviour},
  author={Howard R & Kunze L},
  booktitle={2nd Conference on Causal Learning and Reasoning (CLeaR 2023)},
  pages={473-498},
  year = "2023"
}

Semantic Interpretation and Validation of Graph Attention-based Explanations for GNN Models

Panagiotaki E, Martini DD & Kunze L (2023)

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@misc{semanticinterpr-2023/8,
  title={Semantic Interpretation and Validation of Graph Attention-based
  Explanations for GNN Models},
  author={Panagiotaki E, Martini DD & Kunze L},
  year = "2023"
}

Prediction of social dynamic agents and long-tailed learning challenges: a survey

Thuremella D & Kunze L (2023), Journal of Artificial Intelligence Research, 77, 1697-1772

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@article{predictionofsoc-2023/8,
  title={Prediction of social dynamic agents and long-tailed learning challenges: a survey},
  author={Thuremella D & Kunze L},
  journal={Journal of Artificial Intelligence Research},
  volume={77},
  pages={1697-1772},
  publisher={AI Access Foundation},
  year = "2023"
}

Towards a causal probabilistic framework for prediction, action-selection & explanations for robot block-stacking tasks

Cannizzaro R, Routley J & Kunze L (2023)

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@misc{towardsacausalp-2023/8,
  title={Towards a causal probabilistic framework for prediction, action-selection & explanations for robot block-stacking tasks},
  author={Cannizzaro R, Routley J & Kunze L},
  year = "2023"
}

SEM-GAT: Explainable Semantic Pose Estimation using Learned Graph Attention

Panagiotaki E, De Martini D, Pramatarov G, Gadd M & Kunze L (2023)

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@misc{semgatexplainab-2023/8,
  title={SEM-GAT: Explainable Semantic Pose Estimation using Learned Graph Attention},
  author={Panagiotaki E, De Martini D, Pramatarov G, Gadd M & Kunze L},
  year = "2023"
}

Explainable action prediction through self-supervision on scene graphs

Kochakarn P, De Martini D, Omeiza D & Kunze L (2023), Proceedings of the International Conference on Robotics and Automation (ICRA 2023), 1479-1485

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@inproceedings{explainableacti-2023/7,
  title={Explainable action prediction through self-supervision on scene graphs},
  author={Kochakarn P, De Martini D, Omeiza D & Kunze L},
  booktitle={International Conference on Robotics and Automation (ICRA 2023)},
  pages={1479-1485},
  year = "2023"
}

Textual explanations for automated commentary driving

K??hn MA, Omeiza D & Kunze L (2023), 2023 IEEE Intelligent Vehicles Symposium (IV)

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@inproceedings{textualexplanat-2023/7,
  title={Textual explanations for automated commentary driving},
  author={K??hn MA, Omeiza D & Kunze L},
  booktitle={IEEE Symposium on Intelligent Vehicle},
  year = "2023"
}

Effects of Explanation Specificity on Passengers in Autonomous Driving

Omeiza D, Bhattacharyya R, Hawes N, Jirotka M & Kunze L (2023)

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@misc{effectsofexplan-2023/7,
  title={Effects of Explanation Specificity on Passengers in Autonomous Driving},
  author={Omeiza D, Bhattacharyya R, Hawes N, Jirotka M & Kunze L},
  year = "2023"
}

Simulation-Based Counterfactual Causal Discovery on Real World Driver Behaviour

Howard R & Kunze L (2023), 00, 1-8

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@inproceedings{simulationbased-2023/6,
  title={Simulation-Based Counterfactual Causal Discovery on Real World Driver Behaviour},
  author={Howard R & Kunze L},
  booktitle={2023 IEEE Intelligent Vehicles Symposium (IV)},
  pages={1-8},
  year = "2023"
}

Textual Explanations for Automated Commentary Driving

K??hn MA, Omeiza D & Kunze L (2023)

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@misc{textualexplanat-2023/4,
  title={Textual Explanations for Automated Commentary Driving},
  author={K??hn MA, Omeiza D & Kunze L},
  year = "2023"
}

Explainable Action Prediction through Self-Supervision on Scene Graphs

Kochakarn P, De Martini D, Omeiza D & Kunze L (2023)

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@misc{explainableacti-2023/2,
  title={Explainable Action Prediction through Self-Supervision on Scene Graphs},
  author={Kochakarn P, De Martini D, Omeiza D & Kunze L},
  year = "2023"
}

Generating and Explaining Corner Cases Using Learnt Probabilistic Lane Graphs

Maci E, Howard R & Kunze L (2023), 00, 4201-4208

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@inproceedings{generatingandex-2023/1,
  title={Generating and Explaining Corner Cases Using Learnt Probabilistic Lane Graphs},
  author={Maci E, Howard R & Kunze L},
  booktitle={2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC)},
  pages={4201-4208},
  year = "2023"
}

Textual Explanations for Automated Commentary Driving

Kuehn MA, Omeiza D & Kunze L (2023), 2023 IEEE INTELLIGENT VEHICLES SYMPOSIUM, IV

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@inproceedings{textualexplanat-2023/,
  title={Textual Explanations for Automated Commentary Driving},
  author={Kuehn MA, Omeiza D & Kunze L},
  year = "2023"
}

Simulation-Based Counterfactual Causal Discovery on Real World Driver Behaviour

Howard R & Kunze L (2023), 2023 IEEE INTELLIGENT VEHICLES SYMPOSIUM, IV

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@inproceedings{simulationbased-2023/,
  title={Simulation-Based Counterfactual Causal Discovery on Real World Driver Behaviour},
  author={Howard R & Kunze L},
  year = "2023"
}

Prediction of Social Dynamic Agents and Long-Tailed Learning Challenges: A Survey

Thuremella D & Kunze L (2023), JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 77, 1697-1772

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@article{predictionofsoc-2023/,
  title={Prediction of Social Dynamic Agents and Long-Tailed Learning Challenges: A Survey},
  author={Thuremella D & Kunze L},
  journal={JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH},
  volume={77},
  pages={1697-1772},
  year = "2023"
}

Responsible innovation; responsible data. A case study in autonomous driving

Ten Holter C, Kunze L, Pattinson JA, Salvini P & Jirotka M (2022), Journal of Responsible Technology, 11

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@article{responsibleinno-2022/10,
  title={Responsible innovation; responsible data. A case study in autonomous driving},
  author={Ten Holter C, Kunze L, Pattinson JA, Salvini P & Jirotka M},
  journal={Journal of Responsible Technology},
  volume={11},
  year = "2022"
}

From spoken thoughts to automated driving commentary: Predicting and explaining intelligent vehicles' actions

Omeiza D, Anjomshoae S, Webb H, Jirotka M & Kunze L (2022), 2022 IEEE Intelligent Vehicles Symposium (IV), 1040-1047

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@inproceedings{fromspokenthoug-2022/7,
  title={From spoken thoughts to automated driving commentary: Predicting and explaining intelligent vehicles' actions},
  author={Omeiza D, Anjomshoae S, Webb H, Jirotka M & Kunze L},
  booktitle={33rd IEEE Intelligent Vehicles Symposium},
  pages={1040-1047},
  year = "2022"
}

Responsible Innovation; responsible data. A case study in autonomous driving

Ten Holter C, Kunze L, Pattinson J-A, Salvini P & Jirotka M (2022), Journal of Responsible Technology, 11

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@article{responsibleinno-2022/7,
  title={Responsible Innovation; responsible data. A case study in autonomous driving},
  author={Ten Holter C, Kunze L, Pattinson J-A, Salvini P & Jirotka M},
  journal={Journal of Responsible Technology},
  volume={11},
  number={100038},
  publisher={Elsevier},
  year = "2022"
}

From Spoken Thoughts to Automated Driving Commentary: Predicting and Explaining Intelligent Vehicles' Actions

Omeiza D, Anjomshoae S, Webb H, Jirotka M & Kunze L (2022)

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@misc{fromspokenthoug-2022/4,
  title={From Spoken Thoughts to Automated Driving Commentary: Predicting and Explaining Intelligent Vehicles' Actions},
  author={Omeiza D, Anjomshoae S, Webb H, Jirotka M & Kunze L},
  year = "2022"
}

Ethical Risk Assessment for Social Robots: Case Studies in Smart Robot Toys

Winfield AFT, van Maris A, Winkle K, Jirotka M, Salvini P et al. (2022), 102, 61-76

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@misc{ethicalriskasse-2022/,
  title={Ethical Risk Assessment for Social Robots: Case Studies in Smart Robot Toys},
  author={Winfield AFT, van Maris A, Winkle K, Jirotka M, Salvini P et al.},
  year = "2022"
}

Towards accountability: providing intelligible explanations in autonomous driving

Omeiza D, Webb H, Jirotka M & Kunze L (2021), Proceedings of the 32nd IEEE Symposium on Intelligent Vehicle (IV 2021), 231-237

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@inproceedings{towardsaccounta-2021/11,
  title={Towards accountability: providing intelligible explanations in autonomous driving},
  author={Omeiza D, Webb H, Jirotka M & Kunze L},
  booktitle={32nd IEEE Intelligent Vehicles Symposium (IV 2021)},
  pages={231-237},
  year = "2021"
}

Explanations in autonomous driving: a survey

Omeiza D, Webb H, Jirotka M & Kunze L (2021), IEEE Transactions on Intelligent Transportation Systems, 23(8), 10142-10162

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@article{explanationsina-2021/11,
  title={Explanations in autonomous driving: a survey},
  author={Omeiza D, Webb H, Jirotka M & Kunze L},
  journal={IEEE Transactions on Intelligent Transportation Systems},
  volume={23},
  pages={10142-10162},
  publisher={IEEE},
  year = "2021"
}

Assessing and explaining collision risk in dynamic environments for autonomous driving safety

Nahata R, Omeiza D, Howard R & Kunze L (2021), 2021 IEEE International Intelligent Transportation Systems Conference (ITSC), 223-230

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@inproceedings{assessingandexp-2021/10,
  title={Assessing and explaining collision risk in dynamic environments for autonomous driving safety},
  author={Nahata R, Omeiza D, Howard R & Kunze L},
  booktitle={24th IEEE International Conference on Intelligent Transportation - ITSC2021},
  pages={223-230},
  year = "2021"
}

Don???t blindly trust your CNN: towards competency-aware object detection by evaluating novelty in open-ended environments

Howard R, Barrett S & Kunze L (2021), 2021 IEEE International Conference on Robotics and Automation (ICRA), 13286-13292

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@inproceedings{dontblindlytrus-2021/10,
  title={Don???t blindly trust your CNN: towards competency-aware object detection by evaluating novelty in open-ended environments},
  author={Howard R, Barrett S & Kunze L},
  booktitle={2021 IEEE International Conference on Robotics and Automation (ICRA)},
  pages={13286-13292},
  year = "2021"
}