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cs.LG2024
Neurosymbolic Conformal Classification
Arthur Ledaguenel, Céline Hudelot, Mostepha Khouadjia
The last decades have seen a drastic improvement of Machine Learning (ML), mainly driven by Deep Learning (DL). However, despite the resounding successes of ML in many domains, the…
cs.AI2024
A Complexity Map of Probabilistic Reasoning for Neurosymbolic Classification Techniques
Arthur Ledaguenel, Céline Hudelot, Mostepha Khouadjia
Neurosymbolic artificial intelligence is a growing field of research aiming to combine neural network learning capabilities with the reasoning abilities of symbolic systems. Inform…
cs.AI2024
Improving Neural-based Classification with Logical Background Knowledge
Arthur Ledaguenel, Céline Hudelot, Mostepha Khouadjia
Neurosymbolic AI is a growing field of research aiming to combine neural networks learning capabilities with the reasoning abilities of symbolic systems. This hybridization can tak…