2026 Massimiliano Pontil: Computer Science Researcher – H-Index, Publications & Awards

Discipline name	D-Index	World Ranking	Current World Ranking	National Ranking	Current National Ranking	Publications	Citations
Computer Science	73	1554	1507	19	19	238	28868

Massimiliano Pontil publication distribution in Computer Science in 2026

The chart shows the distribution of publications by all Research.com ranked scientists in the field of Computer Science in 2026. The highlighted bar marks where Massimiliano Pontil sits on this spectrum.

32 publications 991+

This scientist: 238 publications — 59th percentile

59% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 991 publications or more.

Massimiliano Pontil D-index placement in Computer Science in 2026

The chart shows the D-index (discipline H-index) distribution of Computer Science scientists ranked by Research.com in 2026. The highlighted bar marks where Massimiliano Pontil sits on this spectrum.

30 D-Index 131+

This scientist: 73 D-Index — 89th percentile

89% of scientists in this discipline score the same or lower.

The last bar groups every scientist with 131 D-Index or more.

Research.com Recognitions

2025 - Research.com Computer Science in Italy Leader Award
2023 - Research.com Computer Science in Italy Leader Award
2022 - Research.com Computer Science in Italy Leader Award

Overview

Massimiliano Pontil is affiliated with the Italian Institute of Technology in Italy, where they have contributed extensively to research in computer science, particularly focusing on artificial intelligence and related subfields.

Their published works span a variety of topics including domain adaptation and few-shot learning, sparse and compressive sensing techniques, stochastic gradient optimization techniques, advanced bandit algorithms research, model reduction and neural networks, machine learning and data classification, as well as Gaussian processes and Bayesian inference.

Frequent co-authors collaborating with Pontil include Carlo Ciliberto, Karim Lounici, Pietro Novelli, Vladimir Kostić, and Riccardo Grazzi.

The scholar has published predominantly in the venue arXiv (Cornell University), with a tally of 59 publications. Other publication venues include:

Proceedings of the International AAAI Conference on Web and Social Media
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pattern Recognition Letters
Scientific Reports

Recent papers authored or co-authored by Pontil are listed below:

"An Empirical Study of Geographic User Activity Patterns in Foursquare", 2021, Proceedings of the International AAAI Conference on Web and Social Media
"Machine Learning for Cultural Heritage: A Survey", 2020, Pattern Recognition Letters
"Exploiting Semantic Annotations for Clustering Geographic Areas and Users in Location-based Social Networks", 2021, Proceedings of the International AAAI Conference on Web and Social Media
"Identifying the signature of prospective motor control in children with autism", 2021, Scientific Reports
"General Fair Empirical Risk Minimization", 2020, CINECA IRIS Institutional Research Information System (University of Genoa)

Massimiliano Pontil's research covers the following main fields and subfields:

Computer Science
Artificial Intelligence
Computational Mechanics
Management Science and Operations Research
Statistical and Nonlinear Physics
Computer Vision and Pattern Recognition

Their expertise extends across a spectrum of specialized topics including:

Domain Adaptation and Few-Shot Learning
Sparse and Compressive Sensing Techniques
Stochastic Gradient Optimization Techniques
Advanced Bandit Algorithms Research
Model Reduction and Neural Networks
Machine Learning and Data Classification
Gaussian Processes and Bayesian Inference

Best Publications

Convex multi-task feature learning

Andreas Argyriou;Theodoros Evgeniou;Massimiliano Pontil

1955
Citations
Regularized multi--task learning

Theodoros Evgeniou;Massimiliano Pontil

1888
Citations
Multi-Task Feature Learning

Andreas Argyriou;Theodoros Evgeniou;Massimiliano Pontil

1760
Citations
Regularization Networks and Support Vector Machines

Theodoros Evgeniou;Massimiliano Pontil;Tomaso A. Poggio

1659
Citations
Feature Selection for SVMs

Jason Weston;Sayan Mukherjee;Olivier Chapelle;Massimiliano Pontil

1498
Citations
Support vector machines for 3D object recognition

M. Pontil;A. Verri

1241
Citations
Learning Multiple Tasks with Kernel Methods

Theodoros Evgeniou;Charles A. Micchelli;Massimiliano Pontil

1093
Citations
PSICOV: precise structural contact prediction using sparse inverse covariance estimation on large multiple sequence alignments.

David T. Jones;Daniel W. A. Buchan;Domenico Cozzetto;Massimiliano Pontil

897
Citations
A tale of many cities: universal patterns in human urban mobility.

Anastasios Noulas;Salvatore Scellato;Renaud Lambiotte;Massimiliano Pontil

818
Citations
An Empirical Study of Geographic User Activity Patterns in Foursquare.

Anastasios Noulas;Salvatore Scellato;Cecilia Mascolo;Massimiliano Pontil

692
Citations
On Learning Vector-Valued Functions

Charles A. Micchelli;Massimiliano A. Pontil

639
Citations
Optimal kernel choice for large-scale two-sample tests

Arthur Gretton;Dino Sejdinovic;Heiko Strathmann;Sivaraman Balakrishnan

600
Citations
Learning the Kernel Function via Regularization

Charles A. Micchelli;Massimiliano Pontil

520
Citations
Quantum machine learning: a classical perspective.

Carlo Ciliberto;Mark Herbster;Alessandro Davide Ialongo;Alessandro Davide Ialongo;Massimiliano Pontil;Massimiliano Pontil

497
Citations
Support vector machines: theory and applications

Theodoros Evgeniou;Massimiliano Pontil

497
Citations
Oracle Inequalities and Optimal Inference under Group Sparsity

Karim Lounici;Massimiliano Pontil;Sara van de Geer;Alexandre B. Tsybakov

429
Citations
Unsupervised Cross-Dataset Transfer Learning for Person Re-identification

Peixi Peng;Tao Xiang;Yaowei Wang;Massimiliano Pontil

420
Citations
Empirical Bernstein Bounds and Sample Variance Penalization

Andreas Maurer;Massimiliano Pontil

373
Citations
Properties of Support Vector Machines

Massimiliano Pontil;Alessandro Verri

329
Citations
Face Detection in Still Gray Images

Bernd Heisele;Tomaso poggio;Massimilinao Pontil

309
Citations
On Spectral Learning

Andreas Argyriou;Charles A. Micchelli;Massimiliano Pontil

240
Citations

Frequent Co-Authors

Theodoros Evgeniou INSEAD

Charles A. Micchelli University at Albany, State University of New York

Paolo Frasconi University of Florence

Tomaso Poggio MIT

Alessandro Verri University of Genoa

Luca Oneto University of Genoa

John Shawe-Taylor University College London

Janaina Mourao-Miranda University College London

Arthur Gretton University College London

Alexandre B. Tsybakov École Nationale de la Statistique et de l'Administration Économique

External Links

Personal website of Massimiliano Pontil Google Scholar page

If you think any of the details on this page are incorrect, let us know.

Related Online Degrees & Career Pathways

Exploring Computer Science in the USA opens doors to many connected fields and flexible study options. Students can extend their expertise by considering interdisciplinary programs such as the best online physics degree, which leverages strong foundations in computational thinking and problem-solving.

Data science continues to grow rapidly, often intersecting with computer science skills like programming and analytics. Those seeking budget-friendly options can look into what is the cheapest data science course in the us? to find pathways that are both affordable and career-focused.

Hardware-oriented students may also be interested in online electrical engineering career outcomes, which highlight the evolving job prospects for engineers with a digital edge. These programs often blend online flexibility with strong hands-on components.

For those looking for a faster, skills-based path, there are many certificate programs that pay well. These certifications can quickly boost employability and open doors to tech roles with strong earning potential.