Zobrazeno 1 - 10
of 813
pro vyhledávání: '"P, Derkinderen"'
Recent developments in AI have reinvigorated pursuits to advance the (life) sciences using AI techniques, thereby creating a renewed opportunity to bridge different fields and find synergies. Headlines for AI and the life sciences have been dominated
Externí odkaz:
http://arxiv.org/abs/2410.13487
A popular approach to neurosymbolic AI involves mapping logic formulas to arithmetic circuits (computation graphs consisting of sums and products) and passing the outputs of a neural network through these circuits. This approach enforces symbolic con
Externí odkaz:
http://arxiv.org/abs/2410.11415
Autor:
Derkinderen, Vincent
Boolean circuits in d-DNNF form enable tractable probabilistic inference. However, as a key insight of this work, we show that commonly used d-DNNF compilation approaches introduce irrelevant subcircuits. We call these subcircuits Tseitin artifacts,
Externí odkaz:
http://arxiv.org/abs/2407.17951
The limitations of purely neural learning have sparked an interest in probabilistic neurosymbolic models, which combine neural networks with probabilistic logical reasoning. As these neurosymbolic models are trained with gradient descent, we study th
Externí odkaz:
http://arxiv.org/abs/2406.04472
Publikováno v:
International Journal of Approximate Reasoning (2024): 109130
The field of probabilistic logic programming (PLP) focuses on integrating probabilistic models into programming languages based on logic. Over the past 30 years, numerous languages and frameworks have been developed for modeling, inference and learni
Externí odkaz:
http://arxiv.org/abs/2402.13782
Autor:
Bocklandt, Sieben, Derkinderen, Vincent, Vanderstraeten, Koen, Pijpops, Wouter, Jaspers, Kurt, Meert, Wannes
Concept learning is a general task with applications in various domains. As a motivating example we consider the application of music playlist generation, where a playlist is represented as a concept (e.g., `relaxing music') rather than as a fixed co
Externí odkaz:
http://arxiv.org/abs/2311.13379
Propositional model counting (#SAT) can be solved efficiently when the input formula is in deterministic decomposable negation normal form (d-DNNF). Translating an arbitrary formula into a representation that allows inference tasks, such as counting,
Externí odkaz:
http://arxiv.org/abs/2306.04541
Autor:
Julie Pabois, Tony Durand, Catherine Le Berre, Rhiannon T. Filippone, Théo Noël, Emilie Durieu, Céline Bossard, Sarah Bruneau, Malvyne Rolli-Derkinderen, Kulmira Nurgali, Michel Neunlist, Arnaud Bourreille, Isabelle Neveu, Philippe Naveilhan
Publikováno v:
Cellular and Molecular Gastroenterology and Hepatology, Vol 18, Iss 1, Pp 133-153 (2024)
Background & Aims: The presence of myenteric plexitis in the proximal resection margins is a predictive factor of early postoperative recurrence in Crohn’s disease. To decipher the mechanisms leading to their formation, T-cell interactions with ent
Externí odkaz:
https://doaj.org/article/a9149952f9ee4e54a9b3ef47b151ffe9
Autor:
Jean-Pierre Bleton, Charlotte Cossé, Tiphanie Caloc’h, Alcira Suarez Moreno, Elisabeth Diverres, Pascal Derkinderen, Julien Nizard, Jean-Pascal Lefaucheur, Jean-Paul Nguyen
Publikováno v:
Frontiers in Neurology, Vol 15 (2024)
BackgroundTranscranial Direct Current Stimulation (tDCS) of the cerebellum shows promise for the treatment of dystonia. Specific motor rehabilitation programs have also been developed in this context. However, the combination of these two approaches
Externí odkaz:
https://doaj.org/article/fe4ea719372c4a50878afaadea6e259e
Publikováno v:
Contact, Vol 7 (2024)
Changes in the connections between the endoplasmic reticulum (ER) and mitochondria, as well as alterations in mitochondria-associated ER membrane (MAM) signalling, have been documented in various neurodegenerative diseases affecting the brain. Despit
Externí odkaz:
https://doaj.org/article/98f141a390d646d6951fdf51e5bd2d54