Artificial Intelligence
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Language models recognize dropout and Gaussian noise applied to their activations
Damiano Fornasiere●, Mirko Bronzi●, Spencer Kitts●, Alessandro Palmas, Yoshua Bengio, Oliver Richardson. χ2604.17465. Honorable mention at SPAR Demo Day
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Efficient safety alignment of language models via latent personality traits
Amine Merzouk, Nolan Smyth, Damiano Fornasiere, Linh Le, David Williams-King, Adam Oberman. COLM 2026
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Bayesian symbolic regression with entropic reinforcement learning
Oussama Boussif, Mohammed Mahfoud, Younesse Kaddar, Moksh Jain, Sida Li, Damiano Fornasiere, Xiaoyin Chen, Yoshua Bengio, Nikolay Malkin. UAI 2026
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Can a Bayesian oracle prevent harm from an agent?
Yoshua Bengio, Michael K. Cohen, Nikolay Malkin, Matt MacDermott, Damiano Fornasiere, Pietro Greiner, Younesse Kaddar. UAI 2025
Mathematics
Position
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The Scientist AI: safe by design, by not desiring
Damiano Fornasiere●, Oliver Richardson●, Gaël Gendron, Iulian Serban, Yoshua Bengio. LawZero Research. 2026
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Chain-of-thought is not explainability
Fazl Barez, Tung-Yu Wu, Iván Arcuschin, Michael Lan, Vincent Wang, Noah Siegel, Nicolas Collignon, Clement Neo, Isabelle Lee, Alasdair Paren, Adel Bibi, Robert Trager, Damiano Fornasiere, John Yan, Yanai Elazar, Yoshua Bengio. Preprint. 2025
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Can Scientist AI offer a safer path?
Yoshua Bengio, Michael Cohen, Damiano Fornasiere, Joumana Ghosn, Pietro Greiner, Matt MacDermott, Sören Mindermann, Adam Oberman, Jesse Richardson, Oliver Richardson, Marc-Antoine Rondeau, Pierre-Luc St-Charles, David Williams-King. χ2502.15657
Preprints
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How much is left? LLMs linearly encode their remaining output length
Mohamed Amine Merzouk, Dmitri Carpov, Mirko Bronzi, Damiano Fornasiere○, Adam Oberman○. χ2607.05316
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Safety from honesty in a disinterested AI predictor
Yoshua Bengio, Oliver Richardson, Tomáš Gavenčiak, Michael Cohen, Rory Svarc, Damiano Fornasiere, Gaël Gendron, David Hyland, Aton Kamanda, Adam Oberman, Francis Rhys Ward, Anna Gavenčiak, Jacob Livingston Slosser, Vincent Mai, Iulian Serban, Joumana Ghosn. χ2606.29657
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Reasoning and learning about injected concepts in language models
Samarth Bhargav, Damiano Fornasiere○, Mirko Bronzi○.
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PyINE: a framework for scalable elicitation and oversight via code execution
Pierre-Luc St-Charles, Alessandro Palmas, Damiano Fornasiere, Storm Lei, Mirko Bronzi, Jean-Pierre R. Falet, Iulian Serban, Yoshua Bengio.