Felice Antonio Merra

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 33

Top Topics

Recommendation Quality

Matrix Factorization

Recommender Systems

Top Venues

Publications

Felice Antonio Merra
Adversarial Machine Learning in Recommender Systems. SIGIR Forum 57 (1) (2023)
Daniele Malitesta, Giandomenico Cornacchia, Claudio Pomo, Felice Antonio Merra, Tommaso Di Noia, Eugenio Di Sciascio
Formalizing Multimedia Recommendation through Multimodal Deep Learning. CoRR (2023)
Felice Antonio Merra, Omar Zaidan, Fabricio de Sousa Nascimento
Improving the Relevance of Product Search for Queries with Negations. WWW (Companion Volume) (2023)
Felice Antonio Merra, Vito Walter Anelli, Tommaso Di Noia, Daniele Malitesta, Alberto Carlo Maria Mancino
Denoise to Protect: A Method to Robustify Visual Recommenders from Adversaries. SIGIR (2023)
Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco M. Donini, Eugenio Di Sciascio, Tommaso Di Noia
The Challenging Reproducibility Task in Recommender Systems Research between Traditional and Deep Learning Models. SEBD (2022)
Jacek Golebiowski, Felice Antonio Merra, Ziawasch Abedjan, Felix Biessmann
Search Filter Ranking with Language-Aware Label Embeddings. WWW (Companion Volume) (2022)
Yashar Deldjoo, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
Leveraging Content-Style Item Representation for Visual Recommendation. ECIR (2) (2022)
Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
A Study of Defensive Methods to Protect Visual Recommendation Against Adversarial Manipulation of Images. SIGIR (2021)
Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco Maria Donini, Eugenio Di Sciascio, Tommaso Di Noia
How to Perform Reproducible Experiments in the ELLIOT Recommendation Framework: Data Processing, Model Selection, and Performance Evaluation. IIR (2021)
Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco M. Donini, Tommaso Di Noia
Elliot: a Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation. CoRR (2021)
Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio, Felice Antonio Merra
A Regression Framework to Interpret the Robustness of Recommender Systems Against Shilling Attacks. IIR (2021)
Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
Understanding the Effects of Adversarial Personalized Ranking Optimization Method on Recommendation Quality. CoRR (2021)
Vito Walter Anelli, Alejandro Bellogín, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
MSAP: Multi-Step Adversarial Perturbations on Recommender Systems Embeddings. FLAIRS Conference (2021)
Vito Walter Anelli, Tommaso Di Noia, Eugenio Di Sciascio, Daniele Malitesta, Felice Antonio Merra
Adversarial Attacks against Visual Recommendation: an Investigation on the Influence of Items' Popularity. OHARS@RecSys (2021)
Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco Maria Donini, Tommaso Di Noia
V-Elliot: Design, Evaluate and Tune Visual Recommender Systems. RecSys (2021)
Vito Walter Anelli, Tommaso Di Noia, Felice Antonio Merra
The Idiosyncratic Effects of Adversarial Training on Bias in Personalized Recommendation Learning. RecSys (2021)
Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco Maria Donini, Tommaso Di Noia
Elliot: A Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation. SIGIR (2021)
Giuseppe De Candia, Tommaso Di Noia, Eugenio Di Sciascio, Felice Antonio Merra
AMFLP: Adversarial Matrix Factorization-based Link Predictor in Social Graphs. SEBD (2021)
Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
A Formal Analysis of Recommendation Quality of Adversarially-trained Recommenders. CIKM (2021)
Yashar Deldjoo, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
A Study on the Relative Importance of Convolutional Neural Networks in Visually-Aware Recommender Systems. CVPR Workshops (2021)
Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
A Survey on Adversarial Recommender Systems: From Attack/Defense Strategies to Generative Adversarial Networks. ACM Comput. Surv. 54 (2) (2021)
Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
Adversarial Learning for Recommendation: Applications for Security and Generative Tasks - Concept to Code. RecSys (2020)
Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra, Giuseppe Acciani, Eugenio Di Sciascio
Knowledge-enhanced Shilling Attacks for Recommendation. SEBD (2020)
Vito Walter Anelli, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
Assessing Perceptual and Recommendation Mutation of Adversarially-Poisoned Visual Recommenders (short paper). DP@AI*IA (2020)
Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
Adversarial Machine Learning in Recommender Systems (AML-RecSys). WSDM (2020)
Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio, Felice Antonio Merra
SAShA: Semantic-Aware Shilling Attacks on Recommender Systems Exploiting Knowledge Graphs. ESWC (2020)
Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
Adversarial Machine Learning in Recommender Systems: State of the art and Challenges. CoRR (2020)
Vito Walter Anelli, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
An Empirical Study of DNNs Robustification Inefficacy in Protecting Visual Recommenders. CoRR (2020)
Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio, Felice Antonio Merra
How Dataset Characteristics Affect the Robustness of Collaborative Recommendation Models. SIGIR (2020)
Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
TAaMR: Targeted Adversarial Attack against Multimedia Recommender Systems. DSN Workshops (2020)
Vito Walter Anelli, Alejandro Bellogín, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
Multi-Step Adversarial Perturbations on Recommender Systems Embeddings. CoRR (2020)
Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
Assessing the Impact of a User-Item Collaborative Attack on Class of Users. CoRR (2019)
Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
Assessing the Impact of a User-Item Collaborative Attack on Class of Users. ImpactRS@RecSys (2019)