Marco Canini

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Marco Canini

 https://orcid.org/0000-0002-5051-4283
Calculated based on number of publications stored in Pure and citations from Scopus
20082023

Research activity per year

Personal profile

Research Overview

Professor Canini‘s research interests are in the principled construction and operation of large scale networked computer systems, specifically in distributed systems, large-scale computing and computer networking with emphasis on cloud computing and programmable networks. His current work focuses on improving networked systems design, implementation and operation along several vital properties such as reliability, performance, security and energy efficiency.

Key Research Areas

Computer Science, Extreme Computing

Expertise related to UN Sustainable Development Goals

In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):

  • SDG 7 - Affordable and Clean Energy

Education

Communication, Computer and System Sciences, Ph.D., University of Genoa

2009

Award Date: Jan 1 2009

Communication, Computer and System Sciences, B.S., University of Genoa

2005

Award Date: Jan 1 2005

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Collaborations and top research areas from the last five years

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  • A Comprehensive Empirical Study of Heterogeneity in Federated Learning

    Abdelmoniem, A. M., Ho, C.-Y., Papageorgiou, P. & Canini, M., Mar 7 2023, In: IEEE Internet of Things Journal. p. 1-1 1 p.

    Research output: Contribution to journal › Article › peer-review

    14 Scopus citations

  • In-Network Aggregation with Transport Transparency for Distributed Training

    Liu, S., Wang, Q., Zhang, J., Wu, W., Lin, Q., Liu, Y., Xu, M., Canini, M., Cheung, R. C. C. & He, J., Mar 25 2023, Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3. ACM, p. 376-391 16 p.

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    12 Scopus citations

  • MicroView: Cloud-Native Observability with Temporal Precision

    Cornacchia, A., Benson, T. A., Bilal, M. & Canini, M., Dec 8 2023, CoNEXT-SW 2023 - Proceedings of the CoNEXT Student Workshop 2023. Association for Computing Machinery, Inc, p. 7-8 2 p. (CoNEXT-SW 2023 - Proceedings of the CoNEXT Student Workshop 2023).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • On Detecting Biased Predictions with Post-hoc Explanation Methods

    Ruggeri, M., Dethise, A. & Canini, M., Dec 8 2023, SAFE 2023 - Proceedings of the 2023 Explainable and Safety Bounded, Fidelitous, Machine Learning for Networking. Association for Computing Machinery, Inc, p. 17-23 7 p. (SAFE 2023 - Proceedings of the 2023 Explainable and Safety Bounded, Fidelitous, Machine Learning for Networking).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • REFL: Resource-Efficient Federated Learning

    Abdelmoniem, A. M., Sahu, A. N., Canini, M. & Fahmy, S. A., May 8 2023, Proceedings of the 18th European Conference on Computer Systems, EuroSys 2023. Association for Computing Machinery, Inc, p. 215-232 18 p. (Proceedings of the 18th European Conference on Computer Systems, EuroSys 2023).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    18 Scopus citations

  • SAGE: Software-based Attestation for GPU Execution

    Ivanov, A., Rothenberger, B., Dethise, A., Canini, M., Hoefler, T. & Perrig, A., 2023, Proceedings of the 2023 USENIX Annual Technical Conference, ATC 2023. USENIX Association, p. 485-499 15 p. (Proceedings of the 2023 USENIX Annual Technical Conference, ATC 2023).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Scopus citations

  • TENSOR: Lightweight BGP Non-Stop Routing

    Miao, C., Xiao, Y., Canini, M., Dai, R., Zheng, S., Wang, J., Bu, J., Kuzmanovic, A. & Wang, Y., Sep 2023, Proceedings of the ACM SIGCOMM 2023 Conference. ACM

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • With Great Freedom Comes Great Opportunity: Rethinking Resource Allocation for Serverless Functions

    Bilal, M., Canini, M., Fonseca, R. & Rodrigues, R., May 5 2023, Proceedings of the Eighteenth European Conference on Computer Systems. ACM

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    12 Scopus citations
View all 103 Research outputs