Alessandro Rudi

1.1k total citations
24 papers, 167 citations indexed

About

Alessandro Rudi is a scholar working on Artificial Intelligence, Computational Mechanics and Numerical Analysis. According to data from OpenAlex, Alessandro Rudi has authored 24 papers receiving a total of 167 indexed citations (citations by other indexed papers that have themselves been cited), including 11 papers in Artificial Intelligence, 8 papers in Computational Mechanics and 6 papers in Numerical Analysis. Recurrent topics in Alessandro Rudi's work include Sparse and Compressive Sensing Techniques (8 papers), Advanced Optimization Algorithms Research (5 papers) and Machine Learning and Algorithms (4 papers). Alessandro Rudi is often cited by papers focused on Sparse and Compressive Sensing Techniques (8 papers), Advanced Optimization Algorithms Research (5 papers) and Machine Learning and Algorithms (4 papers). Alessandro Rudi collaborates with scholars based in France, Italy and United States. Alessandro Rudi's co-authors include Lorenzo Rosasco, Fiora Pirri, Matia Pizzoli, Francis Bach, Junhong Lin, Volkan Cevher, Emanuele Borgonovo, Carlo Ciliberto, Massimiliano Pontil and Francesca Odone and has published in prestigious journals such as Operations Research, Journal of Machine Learning Research and Mathematical Programming.

In The Last Decade

Alessandro Rudi

21 papers receiving 158 citations

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name h Career Trend Papers Cites
Alessandro Rudi France 8 73 46 44 27 24 24 167
Katherine Breeden United States 5 8 0.1× 113 2.5× 163 3.7× 11 0.4× 6 0.3× 5 280
Vitaly Maiorov Israel 7 135 1.8× 49 1.1× 44 1.0× 1 0.0× 16 0.7× 9 232
Boris Hanin United States 5 56 0.8× 21 0.5× 27 0.6× 23 1.0× 9 159
Felix Voigtlaender Germany 7 72 1.0× 24 0.5× 42 1.0× 5 0.2× 29 182
Dennis Amelunxen Germany 6 35 0.5× 154 3.3× 33 0.8× 43 1.8× 9 232
Andrey Voynov Russia 7 22 0.3× 15 0.3× 97 2.2× 5 0.2× 4 0.2× 14 200
Stephan Wojtowytsch United States 5 58 0.8× 18 0.4× 19 0.4× 6 0.3× 10 119
Zhenyu Zhao China 9 36 0.5× 22 0.5× 112 2.5× 5 0.2× 30 264
Jingge Zhu Australia 10 58 0.8× 21 0.5× 21 0.5× 3 0.1× 42 285
Ashia Wilson United States 5 106 1.5× 27 0.6× 50 1.1× 10 0.4× 8 173

Countries citing papers authored by Alessandro Rudi

Since Specialization
Citations

This map shows the geographic impact of Alessandro Rudi's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Alessandro Rudi with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Alessandro Rudi more than expected).

Fields of papers citing papers by Alessandro Rudi

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Alessandro Rudi. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Alessandro Rudi. The network helps show where Alessandro Rudi may publish in the future.

Co-authorship network of co-authors of Alessandro Rudi

This figure shows the co-authorship network connecting the top 25 collaborators of Alessandro Rudi. A scholar is included among the top collaborators of Alessandro Rudi based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Alessandro Rudi. Alessandro Rudi is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
1.
Ceccarelli, Francesco, et al.. (2025). A 24-mode laser-written universal photonic processor in a glass-based platform. 81–81. 1 indexed citations
2.
Bach, Francis, et al.. (2024). Second Order Conditions to Decompose Smooth Functions as Sums of Squares. SIAM Journal on Optimization. 34(1). 616–641. 1 indexed citations
3.
Muzellec, Boris, et al.. (2024). Optimal Estimation of Smooth Transport Maps with Kernel SoS. SIAM Journal on Mathematics of Data Science. 6(2). 311–342. 4 indexed citations
4.
Rudi, Alessandro, et al.. (2024). Finding global minima via kernel approximations. Mathematical Programming. 209(1-2). 703–784. 4 indexed citations
5.
Bach, Francis & Alessandro Rudi. (2023). Exponential Convergence of Sum-of-Squares Hierarchies for Trigonometric Polynomials. SIAM Journal on Optimization. 33(3). 2137–2159. 12 indexed citations
6.
Ciliberto, Carlo, Lorenzo Rosasco, & Alessandro Rudi. (2020). A General Framework for Consistent Structured Prediction with Implicit Loss Embeddings. Journal of Machine Learning Research. 21(98). 1–67. 1 indexed citations
7.
Meanti, Giacomo, et al.. (2020). Kernel Methods Through the Roof: Handling Billions of Points Efficiently. Neural Information Processing Systems. 33. 14410–14422. 2 indexed citations
8.
Ciliberto, Carlo, Andrea Rocchetto, Alessandro Rudi, & Leonard Wossnig. (2020). Statistical limits of supervised quantum learning. Physical review. A. 102(4). 5 indexed citations
9.
Rudi, Alessandro, et al.. (2019). Faster Kriging: Facing High-Dimensional Simulators. Operations Research. 68(1). 233–249. 11 indexed citations
10.
Lin, Junhong, Alessandro Rudi, Lorenzo Rosasco, & Volkan Cevher. (2018). Optimal rates for spectral algorithms with least-squares regression over Hilbert spaces. Applied and Computational Harmonic Analysis. 48(3). 868–890. 21 indexed citations
11.
Ciliberto, Carlo, Alessandro Rudi, Lorenzo Rosasco, & Massimiliano Pontil. (2017). Consistent Multitask Learning with Nonlinear Output Relations. UCL Discovery (University College London). 30. 1986–1996. 6 indexed citations
12.
Rudi, Alessandro & Lorenzo Rosasco. (2017). Generalization Properties of Learning with Random Features. CINECA IRIS Institutial Research Information System (University of Genoa). 30. 3215–3225. 33 indexed citations
13.
Rudi, Alessandro, Ernesto De Vito, Alessandro Verri, & Francesca Odone. (2017). Regularized Kernel Algorithms for Support Estimation. Frontiers in Applied Mathematics and Statistics. 3. 2 indexed citations
14.
Ciliberto, Carlo, Lorenzo Rosasco, & Alessandro Rudi. (2016). A Consistent Regularization Approach for Structured Prediction. CINECA IRIS Institutial Research Information System (University of Genoa). 29. 4412–4420.
15.
Rudi, Alessandro, et al.. (2016). NYTRO: When Subsampling Meets Early Stopping. CINECA IRIS Institutial Research Information System (University of Genoa). 1403–1411. 7 indexed citations
16.
Rudi, Alessandro, et al.. (2015). Less is More: Nyström Computational Regularization. arXiv (Cornell University). 28. 1657–1665. 8 indexed citations
17.
Rudi, Alessandro, et al.. (2014). On the Sample Complexity of Subspace Learning. arXiv (Cornell University). 26. 2067–2075. 7 indexed citations
18.
Rudi, Alessandro, et al.. (2012). Adaptive Optimization for Cross Validation. The European Symposium on Artificial Neural Networks. 2 indexed citations
19.
Pirri, Fiora, Matia Pizzoli, & Alessandro Rudi. (2011). A general method for the point of regard estimation in 3D space. IRIS Research product catalog (Sapienza University of Rome). 921–928. 31 indexed citations
20.
Carrano, A.V., et al.. (2010). An Approach to Projective Reconstruction from Multiple Views. 1 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

Explore authors with similar magnitude of impact

Rankless by CCL
2026