Merra, Felice Antonio
Merra, Felice Antonio
Dipartimento di Ingegneria Elettrica e dell'Informazione
A Formal Analysis of Recommendation Quality of Adversarially-trained Recommenders
2021 Anelli, V. W.; Deldjoo, Y.; Di Noia, T.; Merra, F. A.
A regression framework to interpret the robustness of recommender systems against shilling attacks
2021 Deldjoo, Y.; Di Noia, T.; Di Sciascio, E.; Merra, F. A.
A Study of Defensive Methods to Protect Visual Recommendation against Adversarial Manipulation of Images
2021 Anelli, Vito Walter; Deldjoo, Yashar; Di Noia, Tommaso; Malitesta, Daniele; Merra, Felice Antonio
A Study on the Relative Importance of Convolutional Neural Networks in Visually-Aware Recommender Systems
2021 Deldjoo, Y; Di Noia, T; Malitesta, D; Merra, Fa
A Survey on Adversarial Recommender Systems: From Attack/Defense Strategies to Generative Adversarial Networks
2021 Deldjoo, Yashar; Di Noia, Tommaso; Merra, Felice Antonio
Adversarial Learning for Recommendation: Applications for Security and Generative Tasks — Concept to Code
2020 Anelli, Vito Walter; Deldjoo, Yashar; Di Noia, Tommaso; Merra, Felice Antonio
Adversarial Machine Learning in Recommender Systems
2022 Merra, Felice Antonio
Adversarial machine learning in recommender systems (AML-RECSYS)
2020 Deldjoo, Yashar; Di Noia, Tommaso; Merra, Felice Antonio
Adversarial Recommender Systems: Attack, Defense, and Advances
2022 Anelli, Vito Walter; Deldjoo, Yashar; Di Noia, Tommaso; Merra, Felice Antonio
Assessing perceptual and recommendation mutation of adversarially-poisoned visual recommenders
2020 Anelli, Vito Walter; Di Noia, Tommaso; Malitesta, Daniele; Merra, Felice Antonio
Assessing the impact of a user-item collaborative attack on class of users
2019 Deldjoo, Yashar; Di Noia, Tommaso; Merra, Felice Antonio
Denoise to Protect: A Method to Robustify Visual Recommenders from Adversaries
2023 Merra, F. A.; Anelli, V. W.; Di Noia, T.; Malitesta, D.; Mancino, A. C. M.
Elliot: A Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation
2021 Anelli, Vito Walter; Bellogin, Alejandro; Ferrara, Antonio; Malitesta, Daniele; Merra, Felice Antonio; Pomo, Claudio; Maria Donini, Francesco; Di Noia, Tommaso
Formalizing Multimedia Recommendation through Multimodal Deep Learning
2024 Malitesta, Daniele; Cornacchia, Giandomenico; Pomo, Claudio; Merra, Felice Antonio; Di Noia, Tommaso; Di Sciascio, Eugenio
How Dataset Characteristics Affect the Robustness of Collaborative Recommendation Models
2020 Deldjoo, Yashar; Di Noia, Tommaso; Di Sciascio, Eugenio; Merra, Felice Antonio
How to perform reproducible experiments in the ELLIOT recommendation framework: Data processing, model selection, and performance evaluation
2021 Anelli, V. W.; Bellogin, A.; Ferrara, A.; Malitesta, D.; Merra, F. A.; Pomo, C.; Donini, F. M.; Di Sciascio, E.; Di Noia, T.
Knowledge-enhanced Shilling Attacks for Recommendation
2020 Anelli, Vito Walter; Deldjoo, Yashar; Di Noia, Tommaso; Merra, Felice Antonio; Acciani, Giuseppe; Di Sciascio, Eugenio
Leveraging Content-Style Item Representation for Visual Recommendation
2022 Deldjoo, Yashar; Di Noia, Tommaso; Malitesta, Daniele; Merra, Felice Antonio
MSAP: Multi-Step Adversarial Perturbations on Recommender Systems Embeddings
2021 Anelli, Vito Walter; Bellogin, Alejandro; Deldjoo, Yashar; Di Noia, Tommaso; Merra, Felice Antonio
SAShA: Semantic-Aware Shilling Attacks on Recommender Systems Exploiting Knowledge Graphs
2020 Anelli, Vito Walter; Deldjoo, Yashar; Di Noia, Tommaso; Di Sciascio, Eugenio; Merra, Felice Antonio