1. ROSSI Simone
  2. ROSSI Simone
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ROSSI Simone

Report

Qchohi, Abdessamed; Rossi, Simone

A Bayesian perspective on the role of epistemic uncertainty for delayed generalization in in-context learning

Submitted to ArXiV, 14 April 2026
Detail
ARXIV
HAL
BIBTEX

Journal

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

Think2SQL: Blueprinting reward density and advantage scaling for effective text-to-SQL reasoning

Submitted to Transactions on Machine Learning Research (TMLR), February 2026
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Document
HAL
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Journal

Xie, Shifeng; Yuan, Rui; Rossi, Simone; Hannagan, Thomas

The initialization determines whether in-context learning is gradient descent

Transactions on Machine Learning Research, December 2025

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Document
ARXIV
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Poster / Demo

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

Scaling laws for uncertainty in deep learning

EIML 2025, Epistemic Intelligence in Machine Learning, 6 December 2025, Copenhagen, Denmark
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Document
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Poster / Demo

Xie, Shifeng; Yuan, Rui; Rossi, Simone; Hannagan, Thomas

The initialization determines whether in-context learning is gradient descent

NeurIPS 2025, Workshop, What Can(’t) Transformers Do?, 39th Annual Conference on Neural Information Processing Systems, 2-7 December 2025, San Diego, USA
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Document
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Report

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
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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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Report

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

Think2SQL: Reinforce LLM reasoning capabilities for Text2SQL

Submitted to ArXiV, 21 April 2025
Detail
ARXIV
BIBTEX

Conference

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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Document
DOI
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Conference

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
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