Hi! I am a PhD Student at the Institute for Adaptive and Neural Computation and part of the APRIL research lab in Edinburgh, supervised by Dr. Antonio Vergari and Dr. Iain Murray. The focus of my research currently lies at the intersection of tractable probabilistic modeling and tensor factorizations for efficient machine learning methods. In particular, a major aspect of my research is understanding and tracing the expressiveness of probabilistic models supporting exact yet efficient inference. More generally, I am also interested in deep generative models and neurosymbolic methods.
Contact:Useful links: Curriculum Vitae
Publications
For a complete list refer to Semantic Scholar or Google Scholar.
C. Gregucci, B. Xiong, D. Hernández, L. Loconte, P. Minervini, S. Staab, A. Vergari.
ICML 2025. Spotlight (top 2.6%).
L. Loconte*, A. Mari*, G. Gala*, R. Peharz, C. de Campos, E. Quaeghebeur, G. Vessio, A. Vergari.
TMLR 2025. Featured certification.
L. Loconte, S. Mengel, A. Vergari.
AAAI 2025.
L. Loconte, A. M. Sladek, S. Mengel, M. Trapp, A. Solin, N. Gillis, A. Vergari.
ICLR 2024. Spotlight (top 5%).
L. Loconte, N. Di Mauro, R. Peharz, A. Vergari.
NeurIPS 2023. Oral (top 0.6%).
Software
Here is some software I have contributed to. Check out also my GitHub profile.
cirkit by the APRIL lab (GPL-3.0).