1. ROSSI Simone
  2. ROSSI Simone
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ROSSI Simone

Conférence

Wang, Chao; Finamore, Alessandro; Michiardi, Pietro; Gallo, Massimo; Rossi, Dario

Data augmentation for traffic classification

PAM 2024, Passive and Active Measurement Conference, 11-13 March 2024 (Virtual Event)
Runner-up Best Paper Award
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DOI
BIBTEX

Conférence

Franzese, Giulio; Corallo, Giulio; Rossi, Simone; Heinonen, Markus; Filippone, Maurizio; Michiardi, Pietro

Continuous-time functional diffusion processes

NeurIPS 2023, 37th Conference on Neural Information Processing Systems, 11-16 December 2023, New Orleans, USA
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Document
ARXIV
BIBTEX

Conférence

Finamore, Alessandro; Wang, Chao; Krolikowski, Jonatan; Navarro, Jose M; Chen, Fuxing; Rossi, Dario

Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation

IMC 2023, ACM Conference on Internet Measurement, 24-26 October 2023, Montréal, QC, Canada
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Conférence

Guarino, Idio; Wang, Chao; Finamore, Alessandro; Pescape, Antonio; Rossi, Dario

Many or few samples? Comparing transfer, contrastive and meta-learning in encrypted traffic classification

TMA 2023, 7th IFIP Network Traffic Measurement and Analysis Conference, 26-29 June 2023, Naples, Italy
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DOI
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Poster / Demo

Rossi, Simone

Model selection for Bayesian autoencoders

MLF 2022, Theory Workshop on Machine Learning Fundamentals, 5-9 September 2022, Sophia Antipolis, France

Detail
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Conférence

Franzese, Giulio; Rossi, Simone; Yang, Lixuan; Finamore, Alessandro; Rossi, Dario; Filippone, Maurizio; Michiardi, Pietro

A new look on diffusion times for score-based generative models

ICML 2022, 39th International Conference on Machine Learning, Continuous time methods for machine learning Workshop, 22-23 July 2022, Baltimore, USA
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ARXIV
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BIBTEX

Conférence

Franzese, Giulio; Rossi, Simone; Yang, Lixuan; Finamore, Alessandro; Rossi, Dario; Filippone, Maurizio; Michiardi, Pietro

How much is enough? A study on diffusion times in score-based generative models

Entropy, Vol. 25, N°4, March 2023
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ARXIV
DOI
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Journal

Tran, Ba-Hien; Rossi, Simone; Milios, Dimitrios; Filippone, Maurizio

All you need is a good functional prior for Bayesian deep learning

Journal of Machine Learning Research (JMLR), 2022, Vol.23 / Also presented at NeurIps 2022, 36th Conference on Neural Information Processing Systems, 28 November 2022, New Orleans, USA
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ARXIV
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Conférence

Tran, Ba-Hien; Rossi, Simone; Milios, Dimitrios; Michiardi, Pietro; Bonilla, Edwin V; Filippone, Maurizio

Model selection for Bayesian autoencoders

IS 2022, SIAM Conference on Imaging Science 2022, 23 March 2022
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Thèse

Rossi, Simone

Improving scalability and inference in probabilistic deep models

Thesis
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