Members
Maria Sofia Bucarelli
Hello! I am a post doc at Sapienza University of Rome, specifically in the Department of Computer, Control and Management Engineering. I am working under the guidance of Professor Fabrizio Silvestri and collaborating with the RSTless group. My research interests include theory and applications of Machine Learning and Foundations of Machine Learning. Prior to this, I completed my Master’s Degree in Mathematics at Sapienza University of Rome.
The Majority Vote Paradigm Shift: When Popular Meets Optimal
Purificato, Antonio; Bucarelli, Maria Sofia; Nelakanti, Anil Kumar; Bacciu, Andrea; Silvestri, Fabrizio; Mantrach, Amin;
2025
∇ τ: Gradient-based and Task-Agnostic machine Unlearning
Trippa, Daniel; Campagnano, Cesare; Bucarelli, Maria Sofia; Tolomei, Gabriele; Silvestri, Fabrizio;
2024
A topological description of loss surfaces based on Betti Numbers
Bucarelli, Maria Sofia; D’Inverno, Giuseppe Alessio; Bianchini, Monica; Scarselli, Franco; Silvestri, Fabrizio;
2024
ATM: Improving Model Merging by Alternating Tuning and Merging
Zhou, Luca; Solombrino, Daniele; Crisostomi, Donato; Bucarelli, Maria Sofia; Silvestri, Fabrizio; Rodolà, Emanuele;
2024
ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain
Bernárdez, Guillermo; Telyatnikov, Lev; Montagna, Marco; Baccini, Federica; Papillon, Mathilde; Ferriol-Galmés, Miquel; Hajij, Mustafa; Papamarkou, Theodore; Bucarelli, Maria Sofia; Zaghen, Olga;
2024
Improving reliability in deep learning: exploring generalization bounds, noisy label handling, and loss surface characterization
Bucarelli, MARIA SOFIA;
2024
Learning with Noisy Labels through Learnable Weighting and Centroid Similarity
Wani, Farooq Ahmad; Bucarelli, Maria Sofia; Silvestri, Fabrizio;
2024
Link Prediction under Heterophily: A Physics-Inspired Graph Neural Network Approach
Di Francesco, Andrea Giuseppe; Caso, Francesco; Bucarelli, Maria Sofia; Silvestri, Fabrizio;
2024
Robustness of Graph Classification: failure modes, causes, and noise-resistant loss in Graph Neural Networks
Wani, Farooq Ahmad; Bucarelli, Maria Sofia; Di Francesco, Andrea Giuseppe; Pryymak, Oleksandr; Silvestri, Fabrizio;
2024
Task Singular Vectors: Reducing Task Interference in Model Merging
Gargiulo, Antonio Andrea; Crisostomi, Donato; Bucarelli, Maria Sofia; Scardapane, Simone; Silvestri, Fabrizio; Rodolà, Emanuele;
2024
The Majority Vote Paradigm Shift: When Popular Meets Optimal
Antonio Purificato, Maria Sofia Bucarelli, Anil Kumar Nelakanti, Andrea Bacciu, Fabrizio Silvestri, Amin Mantrach
2024
False Data Injection Impact on High RES Power Systems with Centralized Voltage Regulation Architecture
Bragatto, Tommaso; Bucarelli, Marco Antonio; Bucarelli, Maria Sofia; Carere, Federico; Geri, Alberto; Maccioni, Marco;
2023
Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design
Telyatnikov, Lev; Bucarelli, Maria Sofia; Bernardez, Guillermo; Zaghen, Olga; Scardapane, Simone; Lio, Pietro;
2023
Leveraging Inter-Rater Agreement for Classification in the Presence of Noisy Labels
Bucarelli, Maria Sofia; Cassano, Lucas; Siciliano, Federico; Mantrach, Amin; Silvestri, Fabrizio;
2023
On Generalization Bounds for Projective Clustering
Bucarelli, Maria Sofia; Larsen, Matilde, Fjeldsø; Schwiegelshohn, Chris; Toftrup, Bech, Mads;
2023
Newron: a new generalization of the artificial neuron to enhance the interpretability of neural networks
Siciliano, Federico; Bucarelli, Maria Sofia; Tolomei, Gabriele; Silvestri, Fabrizio;
2022
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