Publications
Governance Node Publications
Policy Responses
Artificial Intelligence and Intellectual Property: A call for evidence from the Intellectual Property Office [pdf][doi]
The Right to Privacy: A call for evidence from UK Parliament [pdf]
Establishing a pro-innovation approach to regulating AI. Call from the Office of Artificial Intelligence [pdf] [doi]
Governance of Artificial Intelligence (AI). A call for evidence from UK Parliament: Science and Technology Committee. [doi].
AI regulation: a pro-innovation approach – policy proposals. Call from Department for Science, Innovation and Technology and Office for Artificial Intelligence. [doi].
Response to Lords Select Committee - Call for Evidence from House of Lords Committee on AI in Weapons Systems.
Policy Report from International Symposium on the Verification of Autonomous Mobile Systems - HAL Open Science [pdf]
B. Schafer, R. Kennedy, S. Bobrovskyi, B. de Teffe Erb, V. Ghiara, P. Chazerand “Towards an Ethics by Design Approach for AI”, AI4People Institute Report, Presented at an Open Event in Brussels [pdf]
Jeannette M. Wing, Michael Wooldridge. "Findings and Recommendations of the May 2022 US-UK AI Workshop." May 2022 US-UK AI Workshop. 2022. [doi]
- Gamito, M. C. & Marsden, C. T., 2024, Artificial intelligence co-regulation? the role of standards in the EU AI Act, International Journal of Law and Information Technology. 32, 1, 19 p., eaae011. [Link]
- C. Innes, S. Ramamoorthy, Adaptive splitting of reusable temporal monitors for rare traffic violations. In Proc. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2024. [arxiv link: https://arxiv.org/abs/2405.15771]
- The DROID Dataset Team, DROID: A large-scale in-the-wild robot manipulation dataset. Robotics: Science and Systems (R:SS), 2024. Project webpage: https://droid-dataset.github.io/, arxiv link: https://arxiv.org/abs/2403.12945
- A. Straizys, M. Burke, S. Ramamoorthy, Generating robotic elliptical excisions with human-like tool-tissue interactions. In Proc. IEEE International Conference on Robotics and Automation (ICRA), 2024. Online link: https://arxiv.org/abs/2309.12219
- Vallor, S. (2024), The AI Mirror: How to Reclaim Our Humanity in an Age of Machine Thinking, Oxford University Press. [Link]
- Vallor, S., 9th May 24: Presentation on Responsible and Trustworthy AI at SEFARI Gateway Specialist Advisory Group in Artificial Intelligence, workshop on AI in Scottish environment and agriculture (Vallor)
- Vallor, S., 20th May 24: Presentation on Responsible AI to Wales Government and ICO
- Vallor, S., 12th June 24: Presentation on Responsible AI in Science at Royal Society/NAS UK-US Forum on Science in the Age of AI (Vallor)
- Iason Gabriel, Arianna Manzini, Geoff Keeling, Lisa Anne Hendricks, Verena Rieser, Hasan Iqbal, Nenad Tomašev, Ira Ktena, Zachary Kenton, Mikel Rodriguez, Seliem El-Sayed, Sasha Brown, Canfer Akbulut, Andrew Trask, Edward Hughes, A. Stevie Bergman, Renee Shelby, Nahema Marchal, Conor Griffin, Juan Mateos-Garcia, Laura Weidinger, Winnie Street, Benjamin Lange, Alex Ingerman, Alison Lentz, Reed Enger, Andrew Barakat, Victoria Krakovna, John Oliver Siy, Zeb Kurth-Nelson, Amanda McCroskery, Vijay Bolina, Harry Law, Murray Shanahan, Lize Alberts, Borja Balle, Sarah de Haas, Yetunde Ibitoye, Allan Dafoe, Beth Goldberg, Sébastien Krier, Alexander Reese, Sims Witherspoon, Will Hawkins, Maribeth Rauh, Don Wallace, Matija Franklin, Josh A. Goldstein, Joel Lehman, Michael Klenk, Shannon Vallor, Courtney Biles, Meredith Ringel Morris, Helen King, Blaise Agüera y Arcas, William Isaac, James Manyika. 2024. The Ethics of Advanced AI Assistants, arXiv, https://arxiv.org/abs/2404.16244. April 2024, GoogleDeepMind, 273 pages.
- Seliem El-Sayed, Canfer Akbulut, Amanda McCroskery, Geoff Keeling, Zachary Kenton, Zaria Jalan, Nahema Marchal, Arianna Manzini, Toby Shevlane, Shannon Vallor, Daniel Susser, Matija Franklin, Sophie Bridgers, Harry Law, Matthew Rahtz, Murray Shanahan, Michael Henry Tessler, Arthur Douillard, Tom Everitt, Sasha Brown. 2024. A Mechanism-Based Approach to Mitigating Harms from Persuasive Generative AI. arXiv. https://arxiv.org/abs/2404.15058. April 2024, Google DeepMind, 55 pages.
- Leslie, D., Ashurst, C., González, N. M., Griffiths, F., Jayadeva, S., Jorgensen, M., Katell, M., Krishna, S., Kwiatkowski, D., Martins, C. I., Mahomed, S., Mougan, C., Pandit, S., Richey, M., Sakshaug, J. W., Vallor, S., & Vilain, L. 2024. Frontier AI,’ Power, and the Public Interest: Who Benefits, Who Decides? Harvard Data Science Review, (Special Issue 5). https://doi.org/10.1162/99608f92.4a42495c
- Vallor S. and Vierkant T. 2024. Find the Gap: AI, Responsible Agency and Vulnerability. Minds & Machines 34:20. 23 pp. https://doi.org/10.1007/s11023-024-09674-0
- Vallor S., 2024. The AI Mirror: How To Reclaim Our Humanity in an Age of Machine Thinking. Oxford University Press, 272 pp.
- Valkov, I., Donaldson, A. and Miller, A. (2024) Synchronisation in Language-level Symmetry Reduction for Probabilistic Model Checking. In: 30th International SPIN symposium on Model Checking of Software (SPIN 2024), Luxembourg, 10-11 Apr 2024, (Accepted for Publication) [Link]
- Chandler, C. , Porr, B. , Miller, A. and Lafratta, G. (2023) Model Checking for Closed-Loop Robot Reactive Planning. In: Fifth Workshop on Formal Methods for Autonomous Systems (FMAS 2023), Leiden, The Netherlands, 15-16 November 2023, pp. 77-94. [Link]
- Louloudakis N, Gibson P, Cano J, Rajan A. Fault Localization for Buggy Deep Learning Framework Conversions in Image Recognition. In IEEE/ACM International Conference on Automated Software Engineering (ASE) 2023. September 2023.
- Louloudakis N, Gibson P, Cano J, Rajan A. DeltaNN: Assessing the Impact of Computational Environment Parameters on the Performance of Image Recognition Models. In IEEE/ACM International Conference on Software Maintenance and Evolution (ICSME) 2023. October 2023.
- Farič N, Hinder S, Williams R, Ramaesh R, Bernabeu M, van Beek E, Cresswell K,. Early experiences of integrating an artificial intelligence-based diagnostic decision support system into radiology settings: a qualitative study. Journal of the American Medical Informatics Association, 2023 Link
- Cresswell K, Rigby M, Magrabi F, Scott P, Brender J, Craven C, Williams R,. The need to strengthen the evaluation of the impact of Artificial Intelligence-based decision support systems on healthcare provision. Health Policy, 2023 Link
- Baumgartner R, Arora P, Bath C, Burljaev D, Ciereszko K, Custers B..... Williams R,. Fair and equitable AI in biomedical research and healthcare: Social science perspectives. Artificial Intelligence in Medicine, 2023. Link
- Li, P. ‘AI governance, data flow, and international trade’, FRIS Symposium on Social Robots and Ethical Design, Tohoku University, 18-20 July 2023 Link
- Li, P. ‘Regulating Trustworthy Autonomous Systems (TAS)- AI in healthcare’, 1st International Conference on Data Economy Law: Data, √ Li, P. Artificial Intelligence & Beyond: Legal Challenges and Potentials for Start-Ups and SMEs in the Data Business, 26 June 2023, Krems, Austria Link
- Li, P. ‘Medical 3D printing’ Intelligent Manufacturing and Digital Intellectual Property Protection, Nottink-3DP Authentication Platform Roadshow, 25 March 2023 (hybrid), Nottingham University Business School China (NUBS China) and University of Exeter. AHRC project ‘Licensing system for 3D printing in China – impact follow on’.
- Li, P. ‘How national security is shaping digital sovereignty’, Panel on ‘Conflict-of-norms in the information society: national security and cross-border data flow’, (online), hosted by the American Society of International Law and Sydney Centre for Asian and Pacific Law, University of Sydney. 3 March 2023
- Li, P. ‘Data governance, intellectual property and international trade’ 2023 IP Scholars Conference, Cardozo School of Law, Yeshiva University, NY, 2-4 August 2023
- Li, P. Williams R, Gilbert S and Anderson S, ‘Regulating AI/ML-enabled Medical Devices in the UK’ TAS’23 Proceedings of the First International Symposium on Trustworthy Autonomous Systems, July 2023, Article No.:9, 1-10, Link
- Li, P and Shafer B, ‘Digital governance and international intellectual property law: a bifurcated approach’ International Association for the Advancement of Teaching and Research in Intellectual Property (ATRIP) 41st Annual Congress, University of Tokyo, Japan, 9-12 July 2023
- Morito-Jaeger, M and Li P, ‘The interoperability of data governance in the UK: from domestic to international perspectives’ International Digital Trade: Technology and Policy Symposium, Teesside University, UK, 21 June 2023
- Li, P and Liu, C-Y ‘AI governance: digital sovereignty, fragmentation and international convergence’ Law and Society Association Conference, San Juan, Puerto Rico, 3 June 2023
- Li P, ‘Digital innovation, information governance and intellectual property’ 13th Annual Conference on Innovation and Communication Law (CICL) Marketplace for innovation, ideas, and technologies – roles and responsibilities, Adam Mickiewicz University, 11-12 May 2023
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Conitzer, V., Hadfield, G. & Vallor, S., Technical Perspective: The Impact of Auditing for Algorithmic Bias 31 Jan 2023, Communications of the ACM, 66, p. 100. Link
- S. Vallor, B. Ganesh Artificial Intelligence and the Imperative of Responsibility in The Routledge Handbook of Philosophy of Responsibility, ed. M. Kiener (Routledge, 2023), 395-406. Link
- S. Vallor Edinburgh Declaration on Responsibility for Responsible AI. Medium.com, 2023 Link
- M. Burke, K. Lu, D. Angelov, A. Straižys, C. Innes, K. Subr, S. Ramamoorthy Learning rewards from exploratory demonstrations using probabilistic temporal ranking. Autonomous Robots, 2023 Link
- A.V. Miceli Barone, F. Barez, I. Konstas, S.B. Cohen, The Larger they Are, the Harder They Fall: Languare Models do not Recognise Identifier Swaps in Python The 61st Annual Meeting of the Association for Computational Linguistics 2023
- B. Legastelois, A. Rafferty, P. Brennan, H. Chockler, A. Rajan, V. Belle Challenges in Explaining Brain Tumor Detection First International Symposium on Trustworthy Autonomous Systems 2023
- P. Darm, A.V. Miceli Barone, S.B. Cohen, A. Riccardi Knowledge Base Question Answering for Space Debris Queries The 61st Annual Meeting of the Association for Computational Linguistics 2023
- A. Knittel, M. Hawasly, S. Albrecht, J. Redford, S. Ramamoorthy DiPA: Probabilistic Multi-Modal Interactive Prediction for Autonomous Driving IEEE Robotics and Automation Letters 2023
- E. Ungless, B. Ross, V. Belle Potential Pitfalls with Automatic Sentiment Analysis: The Example of Queerphobic Bias Social Science Computer Review 2023
- D.B. Abeywickrama, A. Bennaceur, G. Chance, Y. Demiris, A. Kordoni, M. Levine, L. Moffat, L. Moreau, M.R. Mousavi, B. Nuseibeh, S. Ramamoorthy, J.O. Ringert, J. Wilson, S. Windsor, K. Eder, On specifying for trustworthiness. Communications of the ACM, 2023.
- A. Straižys, M. Burke, P.M. Brennan, S. Ramamoorthy, A generative force model for surgical skill quantification using sensorised instruments. Communications Engineering Vol. 2, Article 36, 2023 Publishers Link
- L. Daxin, Q. Feng, V. Belle, G. Lakemeyer Concerning Measures in a First-order Logic with Actions and Meta-beliefs The 20th International Conference on Principles of Knowledge Representation and Reasoning 2023
- V. Belle, Knowledge Representation and Aquisition for ethical AI: Challenges and Opportunities Ethics and Information Technology, Issue 22 2023 Link
- C. Innes, A. Ireland, Y. Lin, S. Ramamoorthy, Anticipating accidents through reasoned simulation In Proc. International Symposium on Trustworthy Autonomous Systems (TAS) 2023
- P. Li, S. Gilbert, R. Williams, S. Anderson, Regulating AI/ML-enabled Medical Devices in the UK First International Symposium on Trustworthy Autonomous Systems 2023
- L. Hatherall, D. Kekulluoglu, N. Kokciyan, M. Rovatsos, N. Sethi, T. Vierkant, S. Vallor Responsible Agency Through Answerability: Cultivating the Moral Ecology of Trustworthy Autonomous Systems First International Symposium on Trustworthy Autonomous Systems 2023
- D. Paulius, V. Belle, Synthesising Recursive Functions for First-Order Model Counting: Challenges, Progress, and Conjectures The 20th International Conference on Principles of Knowledge Representation and Reasoning, 2023
- A. Constantin, M. Atkinson, M. Bernabeu, F. Buckmaster, B. Dhillon, A. McTrusty, N. Strang, R. Williams (2023) Optometrists’ Perspectives regarding Artificial Intelligence Assistance and contributing Retinal Images to a Repository: a Pilot Study (#40887) JMIR Human Factors.
- A. Bueff, V. Belle Logic + Reinforcement Learning + Deep Learning: A Survey International Conference on Agents and Artificial Intelligence 2023
- J. Park, A. Lascarides, S. Ramamoorthy Interactive Acquisition of Fine-grained Visual Concepts by Exploiting Semantics of Generic Characterizations in Discourse 15th International Conference on Computational Semantics
- S. Beckers, H. Chockler, J. Halpern Quantifying Harm International Joint Conferences on Artificial Intelligence Organization 2023
- A. Bueff, V. Belle, Deep Inductive Logic Programming meets Reinforced Learning The 39th International Conference on Logic Programming July 2023
- V. Belle Toward a Logic Theory of Fairness and Bias The 39th International Conference on Logic Programming July 2023
- I.Mocanu, V. Belle, B. Juba Learnability with PAC Semantics for Multi-agent Beliefs The 39th International Conference on Logic Programming July 2023
- V. Belle Counterfactual Explanations as Plans The 39th International Conference on Logic Programming July 2023
- I. Mocanu, B. Juba, V. Belle Learnability with PAC Semantics for Multi-agent Beliefs The 22nd International Conference on Autonomous Agents and Multiagent Systems 2023
- Q. Feng, D. Liu, G. Lakemeyer, V. Belle A Logic of Only Believing over Arbitrary Probabilistic Distributions The 22nd International Conference on Autonomous Agents and Multiagent Systems 2023
- V. Belle, T Bolander, A. Herzig, B. Nebel Epistemic Planning: Perspectives on the Special Issue Artificial Intelligence Journal 2023
- V. Belle Probabilistic Beliefs 2023 Toward Robotics That Reason: Logic, Probability, Causal Laws 2023
- C. Innes, S. Ramamoorthy Testing rare downstream safety violations via upstream adaptive sampling of perception error models IEEE International Conference on Robotics and Automation (ICRA) 2023
- Y. Lu, Z. Yu, Y. Lin, B. Schafer, A. Ireland, L Urquhart Handling Inconsistent and Uncertain Legal Reasoning for AI Vehicles Design International Workshop on Methodologies for Translating Legal Norms into Formal Representations 2023
- V. Belle Actions, Continuous Distributions and Meta-Beliefs The 22nd International Conference on Autonomous Agents and Multiagent Systems 2023
- T. Hoffman, V. Belle Abstracting Noisy Robot Programs The 22nd International Conference on Autonomous Agents and Multiagent Systems 2023
- E. Ungless, B. Ross, V. Belle Potential Pitfalls with Automatic Sentiment Analysis: The Example of Queerphobic Bias Social Science Computer Review (Feb 2023) Link
- G. Papantonis, V. Belle Model Transparency: Why do we Care? the 15th International Conference on Agents and Artificial Intelligence 2023
- C Innes, A Ireland, Y Lin, S Ramamoorthy, Anticipating Accidents through Reasoned Modelling. Proceedings of the 31st Safety-Critical Systems Symposium (SSS'23) York 2023
- L Urquhart, A McStay Emotional Artificial Intelligence in Cars. Weng, Pagallo and Barfield Human Robot Interaction and the Law (CUP: Forthcoming) (Accepted)
- S Gilbert, S Anderson, M Daumer, P Li, T Melvin, R Williams. Learning from experience and finding the right balance in the governance of AI-based and digital health technologies: a perspective. J Med internet Res 2023.
- A Pettersson, RM Ballardini, M Mimler, P Li, M Salmi, T Minssen, I Gibson, A Mäkitie, Legal issues and underexplored data protection in medical 3D printing: a scoping review 2023 Frontiers in Bioengineering and Biotechnology, section Biomaterials. Link
- P Li, S Gilbert, S Anderson, R Williams, Regulating AI/ML in SaMD: mapping the experimental space for AI adoption 2023 Law, Technology and Humans, Special issue on the future of medical device regulation Link
- L Urquhart, A McStay Emotional Intelligence in Cars Weng, Pagallo and Barfield Human Robot Interaction and the Law (CUP: Forthcoming) (Accepted)
- G. Dagan, F. Keller, A. Lascarides, Learning the Effects of Physical Actions in a Multimodal Environment. Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2023. Link
- A Atabey, B Schafer L Urquhart How Do You Solve a Problem like Alexa, IRIS / Internationales Rechtsinformatik Symposion 2023 (Accepted)
- S. McLachlan, B. Schafer, K. Dube, E. Kyrimi, N. Fenton Tempting the Fate of the Furious: Cyber security and autonomous cars International Review of Law, Computers and Technology 2022
- Y Lu, Z Yu, Y Lin, B Schafer, A Ireland and L Urquhart Handling Inconsistent and Uncertain Legal Reasoning for AI Vehicles Design International Workshop on Methodologies for Translating Legal Norms into Formal Representations
- S. Ioannou, H. Chockler, A. Hammers, A. King A Study of Demographic Bias in CNN-Based Brain MR Segmentation 2022 Machine Learning in Clinical Neuroimaging 5th International Workshop
- B. Schafer In space, nobody can copyright your scream The Institutions of Extraterrestrial Liberty 2022
- R. Bogani, B. Schafer Artificial Intelligence and Children's Rights The Cambridge Handbook of Information Technology, Life Sciences and Human Rights 2022
- Y Lu , Z Yu, Y Lin , B Schafer, A Ireland and L. Urquhart, An Argumentation and Ontology Based Legal Support System for AI Vehicle Design, Proceedings of Jurix’23
- D Onitiu The limits of explainability & human oversight in the EU Commission’s proposal for the Regulation on AI- a critical approach focusing on medical diagnostic systems (2022) Information and Communications Technology Law
- H. Chockler, J. Halpern On Testing for Discrimination Using Causal Models Proceedings of the AAAi Conference on Artificial Intelligence 2022
- B. Schafer Legal Tech and Computational Legal Theory 2022 Law and Technology in Global Digital Society - Autonomous Systems, Big Data, IT Security and Legal Tech
- GB. Smith, V. Belle, RPA Petrick Intention Recognition With ProbLog 2022 Frontiers of Artificial Intelligence
- V. Belle Tractable Probabilistic Models for Ethical AI 27th International Conference on Conceptual Structures ICCS 2022
- V. Belle Analyzing generalized planning under nondeterminism 2022 Artificial Intelligence
- I. Mocanu, Z. Yang, V. Belle Breaking CAPTCHA with Capsule Networks 2022 Neural Networks
- MA. Mendez Lucero, RM. Karampatis, E. Bojorquez Gallardo, V. Belle Signal Perceptron: On the Identifiability of Boolean Function Spaces and Beyond Frontiers in Artificial Intelligence 2022
- S Vallor, J Tasioulas, M Scheutz, R Calo, M Mara, A Zimmermann 2022 The AI Mirror: Reclaiming our Humanity in the age of Machine Thinking
- D Onitiu The EU Commission’s Proposal for the Regulation of Artificial Intelligence and “human-centric” Regulation for AI as Medical Device
- D Onitiu Transparency and product safety regarding medical diagnostic systems – conference paper: ETHICOMP - Turku School of Economics, Turku, Finland
- C. Innes, S. Ramamoorthy, Testing rare downstream safety violations via upstream adaptive sampling of perception error models. Under review Link
- H. Chockler, S. Beckers, J. Halpern, An Analysis of Harm using Causal Models and Default Utilities. NeurIPS 2022.
- N. Hoernle, R. Karampatsis, V. Belle, K. Gal MultiplexNet: Towards Fully Satisfied Logical Constraints in Neural Networks Proceedings of the AAAI Conference on Artificial Intelligence 2022
- L Urquhart, G McGarry, A Crabtree Legal Provocations for HCI in the Design and Development of Trustworthy Autonomous Systems 2022
- B. Ganesh, S. Anderson, S. Vallor, If It Ain't Broke Don't Fix It: Steamboat Accidents and their Lessons for AI Governance. WeRobot 2022.
- A.L. Corso, S.M. Katz, C. Innes, X. Du, S. Ramamoorthy, M.J. Kochenderfer, Risk-driven design of perception systems. Manuscript under review. Link
- R. Rubavicius, A. Lascarides, Interactive Symbol Grounding with Complex Referential Expressions. Proceedings of North American Association for Computational Linguistics (NAACL) 2022
- P. H. Lim, P. Li, Artificial intelligence and inventorship: patently much ado in the computer program, Journal of Intellectual Property Law & Practice, Volume 17, Issue 4, April 2022, Pages 376–386. Link
- L. Viano, Y.-T. Huang, P. Kamalaruban, C. Innes, S. Ramamoorthy, A. Weller, Robust learning from observation with model misspecification, In Proc. International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2022. Link
- X. Du, B. Legastelois, B. Ganesh, A. Rajan, H. Chockler, V. Belle, S. Anderson, S. Ramamoorthy, Vision Checklist: Towards Testable Error Analysis of Image Models to Help System Designers Interrogate Model Capabilites, Manuscript under review. Preprint.
- C. Innes, S. Ramamoorthy, Automated testing with temporal logic specifications for robotic controllers using adaptive experiment design. In Proc. IEEE International Conference on Robotics and Automation (ICRA), 2022. Link
- C. Muise, V. Belle, P. Felli, S. McIlraith, T. Miller, A. Pearce, L. Sonenberg, Efficient multi agent epistemic planning: Teaching planners about nested belief. Artificial Intelligence, volume 302.
- S. McLachlan, M. Neil, K. Dube, R. Bogani, N. Fenton, B. Schafer, Smart automotive technology adherence to the law: (de)constructing road rules for autonomous system development, verification and safety. International Journal of Law and Information Technology, Volume 29 Winter 2021. Link
- F.J.C. Garcia, S.C. Smith, J. Lopes, S. Ramamoorthy, H. Hastie, Self-explainable robots in remote environments, Videos and Demos track. In Proc. ACM/IEEE International Conference on Human-Robot Interaction, 2021. Publisher’s link, Preprint
- S.D.S. Marín, D. Gomez-Vargas, N. Céspedes, M. Múnera, F. Roberti, P. Barria, S. Ramamoorthy, M. Becker, R. Carelli, C. A. Cifuentes, Expectations and perceptions of healthcare professionals for robot deployment in hospital environments during the COVID-19 pandemic, Research topic: Robotics, Autonomous Systems and AI for Nonurgent/Nonemergent Healthcare Delivery During and After the COVID-19 Pandemic, Frontiers in Robotics and AI – Biomedical Robotics, 2021. Publisher’s link
- M. Appelgren, A. Lascarides, A. Symbol Grounding and Task Learning from Imperfect Corrections. Second International Combined Workshop on Spatial Language Understanding and Grounded Communication for Robotics. ACL-IJNLP, 2021 : Association for Computational Linguistics (ACL), 2021.
- C. Marsden, I. Brown and M. Veale. Responding to Disinformation: Ten Recommendations for Regulatory Action and Forebearance, Chapter 11 in M. Moor and D. Tambini ed. Dealing with Digital Dominance, Oxford Press [2021] Preprint
- A. McStay, L. Urquhart, In cars (are we really safest of all?): Interior sensing and emotional opacity. Preprint
- D. Pagojus, A. Miller, B. Porr and I. Valkov. Simulation and Model Checking for Close to Real-time Overtaking Planning. In: M.Farrell & M. Luckcuck (Eds): Third Workshop on Formal Methods for Autonomous Systems (FMAS2021)
- S. McLachlan, M. Neil, K. Dube, R. Bogani, N. Fenton, B. Schafer Smart automotive technology to the law: (de)constructing road rules for autonomous system development, verification and safety International Journal of Law and Information Technology 2021
- B. Schafer, C. Kutterer, E. Staudegger, E. Nerantzi, J. Slosser, J.J. Baker, M. Hildebrandt, . Kennedy: Legal Services Industry in AIAI4People’s 7 AI Global Frameworks, Atomium. 2021
- L. Urquhart, D. Miranda, Policing Faces: The Present and Future of Intelligent Facial Surveillance. Preprint
- P, Inglesant, C. Ten Holter, M. Jirotka, R, Williams, Asleep at the wheel? Responsible Innovation in quantum computing. Publishers Link
- H. Chockler, D. Kroening, Y. Sun. Explanations for Occluded Images. Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2021. Preprint
- H. Pouget, H. Chockler, Y. Sun, D. Kroening. Ranking Policy Decisions. Proceedings of the Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS), 2021. Preprint
- H. Chockler, J. Halpern. On Testing for Discrimination Using Causal Models. Proceedings of the 36th AAAI Conference on Artificial Intelligence (AAAI), 2022. Preprint
- S. Murdoch, D. Seng, B. Schafer, S Mason, The sources and characteristics of electronic evidence and artificial intelligence. Electronic Evidence and Electronic Signatures, University of London Press, 2021. Link
- N. Hoernle, R. Karampatsis, V. Belle, Y. Gal. MultiplexNet: Towards Fully Satisfied Logical Constraints in Neural Networks. Proceedings of 36th AAAI Conference on Artificial Intelligence (AAAI) 2022
- N. Wilson, A. Sheldon, H. Dries, B. Schafer, S Mason Proof: The Technical Collection and Examination of Electronic Evidence Link
- D. Pagojus, A. Miller, B. Porr, I. Vakov. Simulation and Model Checking for Close to Real-time Overtaking Planning. Third workshop on Formal Methods for Autonomous Systems (FMAS2021)
- V. Belle, I. Papantonis, Principles and Practice of Explainable Machine Learning. Frontiers in Big Data
- V. Belle, Logic Meets Learning: From Aristotle to Neural Networks. Neuro-Symbolic Artificial Intelligence: The State of the Art, Volume 342
- S. Bartha, J. Cheney, V. Belle, One down, 699 to go: or, synthesising compositional desugarings. Proceedings of the ACM on Programming Languages, 2021 Link
- B. Schafer, Can one be just without being human? Legal AI and the quest for executable justice. Transformative Technologien – Wechselwirkungen zwischen technischem und rechtlichem Wandel, 2021. Link
- D. Onitiu, Algorithmic abstractions of 'fashion identity and the role of privacy with regard to algorithmic personalisation systems in the fashion domain. AI & Society, 2021. Link.