1. ROSSI Simone
  2. ROSSI Simone
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ROSSI Simone

Rapport

Rosso, Mattia; Rossi, Simone; Franzese, Giulio; Heinonen, Markus; Filippone, Maurizio

Scaling laws for uncertainty in deep learning

Submitted to ArXiV, 11 June 2025
Detail
ARXIV
BIBTEX

Talk

Huang, Zhe; Rossi, Simone; Yuan, Rui; Hannagan, Thomas

From predictions to confidence intervals: an empirical study of conformal prediction methods for in-context learning

AABI 2025, 7th Symposium on Advances of Approximate Bayesian Inference, Co-located with ICLR 2025, 29 April 2025, Singapore, Singapore
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BIBTEX

Rapport

Papicchio, Simone; Rossi, Simone; Cagliero, Luca; Papotti, Paolo

Think2SQL: Reinforce LLM reasoning capabilities for Text2SQL

Submitted to ArXiV, 21 April 2025
Detail
ARXIV
BIBTEX

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
Detail
Document
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
Detail
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
Detail
Document
DOI
BIBTEX

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
Detail
Document
DOI
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
Detail
ARXIV
DOI
HAL
BIBTEX

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
BIBTEX

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
Detail
Document
ARXIV
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