Non-globular proteins in the era of Machine Learning
COST Action CA21160
ML4NGP WORKSHOP
Workshop on Progress on Benchmarking IDP ensembles
February 16-17, 2026
Seville, Spain
DESCRIPTION
The goal of this meeting is to bring together leading experts in the field of intrinsically disordered proteins to discuss the implementation of the IDP Ensemble Benchmarking Challenge (IDP-Bench).
IDP-Bench is envisioned as a recurring, community-driven initiative to establish open, transparent, and standardized benchmarking for IDP ensemble prediction. This effort will follow a biennial four-phase cycle aligned with CAID, involving:
- Selection and curation of high-quality experimental datasets by an independent committee,
- Submission of ensemble predictions by participating groups,
- Automated, multi-metric scoring against withheld validation data, and
- Continuous dissemination of results via a dedicated open-access platform.
This workshop in Seville will provide the opportunity to:
- Define the scope, procedures, and timeline of IDP-Bench,
- Discuss dataset selection and evaluation metrics,
- Build consensus on community involvement and governance,
- Set the foundation for the first benchmarking cycle.
Participants
- Michele Vendruscolo, University of Cambridge, UK
- Juan Cortes,LAAS-CNRS, France
- Pau Bernadò, CBS-CNRS, France
- Giulio Tesei, Malmö University, Sweden
- Alexander Monzon, University of Padova, Italy
- Silvio Tosatto, University of Padova, Italy
- Pavel Kadeřávek, CEITEC – Central European Institute of Technology, Czech Republic
- Ana Melo, IST-University of Lisbon, Portugal
- Xavier Salvatella, IRB Barcelona, Spain
- Giacomo Janson, Michigan State University, USA
- Zi Hao Liu, University of Toronto, Canada
- Gabor Erdos, Eötvös Loránd University, Hungary
- Hamidreza Ghafouri, University of Padova, Italy
- Damiano Piovesan, University of Padova, Italy
- Mahta Mehdiabadi, University of Padova, Italy
- Pablo Mier, Universidad Pablo de Olavide de Sevilla, Spain
PROGRAM
Monday, 16 February 2026
TUESDAY, 17 February 2026
Location & venue
The ML4NGP workshop will took place at Hotel Meliá Lebreros, Seville, Spain.
ORGANIZATION
Scientific COMMITTEE
Alexander Monzon, Department of Information Engineering, University of Padova, Italy
Silvio Tosatto, Department of Biomedical Sciences, University of Padova, Italy
Pablo Mier, Universidad Pablo de Olavide de Sevilla, Spain
LOCAL ORGANIZING COMMITTEE
Pablo Mier, Universidad Pablo de Olavide de Sevilla, Spain
This event is part of the activities of the COST Action ML4NGP, CA21160, supported by COST (European Cooperation in Science and Technology).
