Publications and Awards
Rehab Technologies Lab is an award-winning research line of IIT and our teams actively support the scientific community with many publications, dissemination talks and other accomplishments.
Publications
2025
Mezidi A.-R., Patracone J., Salzo S., Habrard A., Pontil M., Emonet R., Sebban M.
A Bregman Proximal Viewpoint on Neural Operators
International Conference on Machine Learning
Conference Paper
Conference
2025
Mirzaei E., Maurer A., Kostic V.R., Pontil M.
An Empirical Bernstein Inequality for Dependent Data in Hilbert Spaces and Applications
Proceedings of Machine Learning Research, vol. 258, pp. 5158-5166
Conference Paper
Conference
2025
Turri G., Kostic V., Novelli P., Pontil M.
A randomized algorithm to solve reduced rank operator regression
SIAM Journal on Mathematics of Data Science
Article
Journal
2025
Siems J., Carstensen T., Zela A., Hutter F., Pontil M., Grazzi R.
DeltaProduct: Improving State-Tracking in Linear RNNs via Householder Products
Annual Conference on Neural Information Processing Systems
Conference Paper
Conference
2025
Ordonez-Apraez D., Kostic V. R., Fröhlich A., Lounici K., Pontil M.
Equivariant Representation Learning for Symmetry-Aware Inference with Guarantees
Workshop on Making Sense of Data in Robotics: Composition, Curation, and Interpretability at Scale at CoRL 2025
Conference Paper
Conference
2025
Novelli P., Meanti G., Buigues P.J., Rosasco L., Parrinello M., Pontil M., Bonati L.
Fast and Fourier features for transfer learning of interatomic potentials
npj Computational Materials, vol. 11, (no. 1)
2025
Novelli P., Meanti G., Buigues P., Rosasco L., Parrinello M., Pontil M., Bonati L.
Fast and Fourier Features for Transfer Learning of Interatomic Potentials
npj Computational Materials
Article
Journal
2025
Franceschi L., Donini M., Perrone V., Klein A., Archambeau C., Seeger M., Pontil M., Frasconi P.
Hyperparameter Optimization in Machine Learning
Foundations and Trends in Machine Learning, vol. 18, (no. 6), pp. 1054-1201
2025
Kostic V., Lounici K., Halconruy H., Deveregne T., Novelli P., Pontil M.
Laplace transform based low-complexity learning of continuous Markov semigroups
International Conference on Machine Learning
Conference Paper
Conference
2025
Cella L., Lounici K., Pacreau G., Pontil M.
Meta Representation Learning with Contextual Linear Bandits
Statistical Science, vol. 40, (no. 3), pp. 437-454
2025
Apraez D.O., Turrisi G., Kostic V., Martin M., Agudo A., Moreno-Noguer F., Pontil M., Semini C., Mastalli C.
Morphological symmetries in robotics
International Journal of Robotics Research
2025
Wang R., Ciccone M., Pontil M., Ciliberto C.
Schedule-Robust Continual Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
2025
Turri G., Bonati L., Zhu K., Pontil M., Novelli P.
Self-Supervised Evolution Operator Learning for High-Dimensional Dynamical Systems
arXiv
2025
Devergne T., Kostic V., Pontil M., Parrinello M.
Slow dynamical modes from static averages
Journal of Chemical Physics, vol. 162, (no. 12)
2025
Sabattini L., Coriolano A., Casert C., Forti S., Barnard E.S., Beltram F., Pontil M., Whitelam S., Coletti C., Rossi A.
Towards AI-driven autonomous growth of 2D materials based on a graphene case study
Communications Physics, vol. 8, (no. 1)
2025
Fröhlich A., Kostic V. R., Lounici K., Perazzo D., Pontil M.
Toward Scalable and Valid Conditional Independence Testing with Spectral Features
EurIPS 2025 Workshop Causality for Impact
Conference Paper
Conference
2025
Ordonez-Apraez D., Kostic R. V., Fröhlich A., Lounici K., Pontil M.
Unifying Regression and Uncertainty Quantification with Contrastive Spectral Representation Learning
NeurIPS 2025 Workshop on Symmetry and Geometry in Neural Representations
Conference Paper
Conference
2025
Grazzi R., Siems J., Zela A., Franke J.K.H., Hutter F., Pontil M.
UNLOCKING STATE-TRACKING IN LINEAR RNNS THROUGH NEGATIVE EIGENVALUES
13th International Conference on Learning Representations, ICLR 2025, pp. 87314-87346
Conference Paper
Conference
Awards
2025
Rehab Technologies.
ADI Index award - Hannes arm
2025
Laffranchi M., Traverso S., Vaccaro R., Cavallaro L., Canepa M., Boccardo N., Vassallo C., Maludrottu S., De Michieli L., Gruppioni E.
Compasso d'oro international award - Twin exoskeleton
2025
Semprini M.
EMBC Distinguished Lecturer
2024
Macaluso A., Bottino A., Pratticò F.G., Lamberti F., Galletti C., Storchi C., Podda J., Tacchino A., Brichetto G., Boccardo N., et al.
Best Session Presentation - Executive Control in a Mixed Reality Exergame for Motor-Cognitive Rehabilitation in Multiple Sclerosis
2024
Vassallo C.
Tornare a camminare grazie a un esoscheletro
2024
Vassallo C.
User-Centered Design and Development of Medical Robots: Rehabilitative Exoskeletons and Prostheses
2024
Franconi B., Cherubini A., Sacchini A., De Giuseppe S., Bunt A., Berettoni A., Modica A., Boccardo N., Gruppioni E., Traverso S., et al.
Winner of the 2024 Cybathlon Leg Prosthesis Race
2022
Maludrottu S., Laffranchi M., Vassallo C., Vaccaro R., De Michieli L.
iF DESIGN AWARD 2022 - Twin Exoskeleton
2021
Laffranchi M., Traverso S., Vaccaro R., Maludrottu S., Poli F., De Bartolomeis L., Diamanti G., Gruppioni E., De Michieli L.
Good Design
2021
Maludrottu M., Laffranchi M., Vassallo C., Vaccaro R., De Michieli L.
Good Design Award 2021 - Twin, Lower Limb Exoskeleton