Neural Point-Forms
Bruno Trentini, Jacob Hume, Vincenzo Antonio Isoldi, Philipp Misof, Ekaterina S. Ivshina and Kelly Maggs.
arXiv:2605.15524 · cs.LG
Research
Machine learning research and publications.
Machine Learning, Geometry, Dynamics, Controlled Transport for Biology & Chemistry.
Selected papers
Methods and applied research
Selected papers with short notes on the method and results.
Entropy Across the Bridge: Conditional-Marginal Discretization for Flow and Schrödinger Samplers
Bruno Trentini, Dejan Stancevic, Michael M. Bronstein, Alexander Tong and Luca Ambrogioni.
arXiv:2605.16126 · cs.LG
Improving Inverse Folding for Peptide Design with Diversity-Regularized Direct Preference Optimization
Ryan Park, Darren J. Hsu, C. Brian Roland, Maria Korshunova, Chen Tessler, Shie Mannor, Olivia Viessmann and Bruno Trentini.
Spotlight · ICML 2025 2nd Workshop on Generative AI and Biology
Advancing Protein Ensemble Predictions Across the Order-Disorder Continuum
Michele Invernizzi, Sandro Bottaro, Julian O. Streit, Bruno Trentini and collaborators.
bioRxiv
BioNeMo Framework: a modular, high-performance library for AI model development in drug discovery
Peter St John, Dejun Lin, Polina Binder, Malcolm Greaves, Bruno Trentini and collaborators.
arXiv:2411.10548
Sistemas Inteligentes de Transporte Aplicados ao Controle de Tráfego
Bruno Trentini and Walter Godoy Jr.
Research project · Federal University of Technology – Paraná
Scientific programmes
Workshops and research communities
Workshops and events I helped organise.
SimBioChem · 2nd Edition: Machine Learning for Simulations in Biology and Chemistry
Second edition of the SimBioChem workshop.
Accepted at NeurIPS 2026
Machine Learning for Simulations in Biology and Chemistry
Bruno Trentini, Constance Ferragu, Hassan Sirelkhatim, Kristine Deibler, Marwin Segler, Michael M. Bronstein and collaborators.
Accepted at EurIPS 2025
AI for Nucleic Acids Workshop
Ivona Martinović, Lovro Vrček, Chaitanya K. Joshi, Bruno Trentini and collaborators.
Accepted at ICLR 2025
ML for Life and Material Science: From Theory to Industry Applications
Aviv Regev, Andrea Volkamer, Bruno Trentini, Cecilia Clementi, Charlotte Deane and collaborators.
The workshop drew standing queues outside the room, secured €40,000 in sponsorship, accepted 100+ papers and involved 140+ reviewers.
Accepted at ICML 2024
NVIDIA Healthcare & Life Sciences Developer Summit
Organiser.
EMEA HCLS Developer Summit · NVIDIA