Paper progress
| Title | Venue | Status | Note |
|---|---|---|---|
| Why we can be virtuous towards robots | Science and Engineering Ethics | Revise & resubmit by Aug 19 | Positive feedback |
| Enactivism as a philosophy of technology | Phenomenology and the Cognitive Sciences | Revise & resubmit by Aug 27 | Positive feedback |
| Virtues, robots, and the enactive self: Practical wisdom in technology interaction | Topoi | Revise & resubmit by Aug 31 | Positive feedback. Special issue on enactivism and ethics |
| Is enactivism compatible with multiple realization | Synthese? | Revising | Needs revisions based on previous rejections (on hold for now) |
| Enactive remembering and the storage problem of content | ? | Writing / Structuring | |
| Bridging semantic and episodic memory through embodied mnemonics | Neuroscience and Biobehavioral Reviews | Writing | With Markus |
| New views on memory: Beyond the dichotomy of field and observer perspective | ? | Structuring / research | With Erica and Markus |
| Free will put to the test: A compatibilist operationalization | Philosophical Psychology | Writing | (On hold for now) |
| Generative memory and epistemic injustice | ? | Structuring / research | With Nick |
| Minimal memory | ? | Brainstorming | With Nick |
| The philosophy of the memory palace | Oxford University Press (?) | Brainstorming | Invited by Martin Dresler. Submit during Summer |
| Meaningful control and AI | Edward Elgar Publishing | Brainstorming | Invited by Giulio |
Notes
For previous workspace, on my dissertation specifically, see here. Though I try to keep up, the reading list below is not necessarily up-to-date.
Read 2021
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Read 2020
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Read 2019
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Read 2018
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Needs updating.
To read FOR2812
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To read prior to 2020
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Reading now
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Vallor, S. (2016). Technology and the virtues: A philosophical guide to a future worth wanting. Oxford: Oxford University Press.
Most recent articles added
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De Bruijn, G., Jabeen, F., & Bosse, T. (2028). Chatbots for Mental Health: A Network‐Oriented Modeling Perspective. In M. C. Yzer & J. T. Siegel (Eds.), The Handbook of Mental Health Communication (1st ed., pp. 181–192). Wiley.
Thesen, T., & Park, S. H. (2025). A generative AI teaching assistant for personalized learning in medical education. Npj Digital Medicine, 8, 627.
Aru, J., & Laak, K.-J. (2025). Developing an AI-based General Personal Tutor for education. Trends in Cognitive Sciences, 29, 957–960.
Davidson, G., Kerr, S., McDougall, I., McCartan, C., Hann, P., & Stirling, E. (2025). Personality disorder, mental capacity and compulsory intervention. International Journal of Law and Psychiatry, 103, 102127.
Pearson, H. (2025). Universities are embracing AI: will students get smarter or stop thinking? Nature, 646, 788–791.
Golova, A., & Dings, R. (2025). Explicating the complexity of self-illness ambiguity. Synthese, 206, 210.
Stahl, T. (2025). Academic Freedom and Digital Autonomy: Toward a Values-Based Digital Strategy for Universities. https://doi.org/10.5281/ZENODO.17152199
Guo, D., Yang, D., Zhang, H., Song, J., Wang, P., Zhu, Q., … Zhang, Z. (2025). DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning. Nature, 645, 633–638.
Dings, R., & Golova, A. (2025). ‘Is it me or my illness?’: self-illness ambiguity as a useful conceptual lens for psychiatry. The British Journal of Psychiatry, 1–4.
Petroni, G., Alaimo, S., Mandarelli, G., Catanesi, R., Niolu, C., Siracusano, A., & Pulvirenti, A. (2025). A case study of forensic psychiatry experts’ reports analysis through large language models. International Journal of Law and Psychiatry, 102, 102122.
Guo, D., Yang, D., Zhang, H., Song, J., Wang, P., Zhu, Q., … Zhang, Z. (2025). DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning. Nature, 645, 633–638.
Natali, C., Marconi, L., Dias Duran, L. D., & Cabitza, F. (2025). AI-induced Deskilling in Medicine: A Mixed-Method Review and Research Agenda for Healthcare and Beyond. Artificial Intelligence Review, 58, 356.
Kubes, T. (2025). A Critique of Human-Centred AI: A Plea for a Feminist AI Framework (FAIF). AI & SOCIETY. https://doi.org/10.1007/s00146-025-02556-8
Ibitoye, A. O., Nkwo, M. S., & Orji, R. (2025). Rethinking responsible AI from ethical pillars to sociotechnical practice. AI and Ethics. https://doi.org/10.1007/s43681-025-00809-2
Hsu, H.-Y., Hakouz, A., & Fotouhi, G. (2025). Towards responsible generative AI in academia: a synthesis of AI policies on academic writing in the field of educational research. AI and Ethics. https://doi.org/10.1007/s43681-025-00794-6
Yang, T.-C., Hsu, Y.-C., & Wu, J.-Y. (2025). The effectiveness of ChatGPT in assisting high school students in programming learning: evidence from a quasi-experimental research. Interactive Learning Environments, 33, 3726–3743.
Rapanta, C., Bhatt, I., Bozkurt, A., Chubb, L. A., Erb, C., Forsler, I., … Jandrić, P. (2025). Critical GenAI Literacy: Postdigital Configurations. Postdigital Science and Education. https://doi.org/10.1007/s42438-025-00573-w
Buongiorno, L., Mele, F., Petroni, G., Margari, A., Carabellese, F., Catanesi, R., & Mandarelli, G. (2025). Cognitive biases in forensic psychiatry: A scoping review. International Journal of Law and Psychiatry, 101, 102083.
Olawade, D. B., Ayoola, F. I., Ebo, T. O., Asaolu, A. J., Egbon, E., & Clement David-Olawade, A. (2025). Artificial intelligence in forensic mental health: A review of applications and implications. Journal of Forensic and Legal Medicine, 113, 102895.
Bastani, H., Bastani, O., Sungu, A., Ge, H., Kabakcı, Ö., & Mariman, R. (2025). Generative AI without guardrails can harm learning: Evidence from high school mathematics. Proceedings of the National Academy of Sciences, 122, e2422633122.