Felice Antonio Merra

41 papers A* 6A 6B 1Misc 1Journal 12Unranked 14

Year	Rank	Type	Title / Venue / Authors
2025	A*	`conf`	Do LLMs Memorize Recommendation Datasets? A Preliminary Study on MovieLens-1M. SIGIR Dario Di Palma, Felice Antonio Merra, Maurizio Sfilio, Vito Walter Anelli, Fedelucio Narducci, Tommaso Di Noia
2025	J	`jnl`	Do LLMs Memorize Recommendation Datasets? A Preliminary Study on MovieLens-1M. CoRR Dario Di Palma, Felice Antonio Merra, Maurizio Sfilio, Vito Walter Anelli, Fedelucio Narducci, Tommaso Di Noia
2025	J	`jnl`	Formalizing Multimedia Recommendation through Multimodal Deep Learning. Trans. Recomm. Syst. Daniele Malitesta, Giandomenico Cornacchia, Claudio Pomo, Felice Antonio Merra, Tommaso Di Noia, Eugenio Di Sciascio
2025	A*	`conf`	Hyperband-based Bayesian Optimization for Black-box Prompt Selection. ICML Lennart Schneider, Martin Wistuba, Aaron Klein, Jacek Golebiowski, Giovanni Zappella, Felice Antonio Merra
2025	A	`conf`	SmaLLEXT: 1st Workshop on Small and Efficient Large Language Models for Knowledge Extraction. CIKM Felice Antonio Merra, Kristian Skracic, Daniele Malitesta, Jacek Golebiowski, Pasquale Minervini
2024	—	`conf`	Empowering Shilling Attacks with Katz and Exclusivity-based Relatedness. KaRS@RecSys Felice Antonio Merra, Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio
2024	J	`jnl`	Hyperband-based Bayesian Optimization for Black-box Prompt Selection. CoRR Lennart Schneider, Martin Wistuba, Aaron Klein, Jacek Golebiowski, Giovanni Zappella, Felice Antonio Merra
2023	J	`jnl`	Adversarial Machine Learning in Recommender Systems. SIGIR Forum Felice Antonio Merra
2023	A*	`conf`	Denoise to Protect: A Method to Robustify Visual Recommenders from Adversaries. SIGIR Felice Antonio Merra, Vito Walter Anelli, Tommaso Di Noia, Daniele Malitesta, Alberto Carlo Maria Mancino
2023	J	`jnl`	Formalizing Multimedia Recommendation through Multimodal Deep Learning. CoRR Daniele Malitesta, Giandomenico Cornacchia, Claudio Pomo, Felice Antonio Merra, Tommaso Di Noia, Eugenio Di Sciascio
2023	—	`conf`	Improving the Relevance of Product Search for Queries with Negations. WWW (Companion Volume) Felice Antonio Merra, Omar Zaidan, Fabricio de Sousa Nascimento
2022	J	`jnl`	A Survey on Adversarial Recommender Systems: From Attack/Defense Strategies to Generative Adversarial Networks. ACM Comput. Surv. Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2022	—	`ch.`	Adversarial Recommender Systems: Attack, Defense, and Advances. Recommender Systems Handbook Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2022	—	`conf`	Leveraging Content-Style Item Representation for Visual Recommendation. ECIR (2) Yashar Deldjoo, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
2022	—	`conf`	Search Filter Ranking with Language-Aware Label Embeddings. WWW (Companion Volume) Jacek Golebiowski, Felice Antonio Merra, Ziawasch Abedjan, Felix Biessmann
2022	—	`conf`	The Challenging Reproducibility Task in Recommender Systems Research between Traditional and Deep Learning Models. SEBD Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco M. Donini, Eugenio Di Sciascio, Tommaso Di Noia
2021	A	`conf`	A Formal Analysis of Recommendation Quality of Adversarially-trained Recommenders. CIKM Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2021	—	`conf`	A Regression Framework to Interpret the Robustness of Recommender Systems Against Shilling Attacks. IIR Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio, Felice Antonio Merra
2021	A*	`conf`	A Study of Defensive Methods to Protect Visual Recommendation Against Adversarial Manipulation of Images. SIGIR Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
2021	—	`conf`	A Study on the Relative Importance of Convolutional Neural Networks in Visually-Aware Recommender Systems. CVPR Workshops Yashar Deldjoo, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
2021	—	`conf`	AMFLP: Adversarial Matrix Factorization-based Link Predictor in Social Graphs. SEBD Giuseppe De Candia, Tommaso Di Noia, Eugenio Di Sciascio, Felice Antonio Merra
2021	—	`conf`	Adversarial Attacks against Visual Recommendation: an Investigation on the Influence of Items' Popularity. OHARS@RecSys Vito Walter Anelli, Tommaso Di Noia, Eugenio Di Sciascio, Daniele Malitesta, Felice Antonio Merra
2021	A*	`conf`	Elliot: A Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation. SIGIR Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco Maria Donini, Tommaso Di Noia
2021	J	`jnl`	Elliot: a Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation. CoRR Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco M. Donini, Tommaso Di Noia
2021	—	`conf`	How to Perform Reproducible Experiments in the ELLIOT Recommendation Framework: Data Processing, Model Selection, and Performance Evaluation. IIR Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco Maria Donini, Eugenio Di Sciascio, Tommaso Di Noia
2021	Misc	`conf`	MSAP: Multi-Step Adversarial Perturbations on Recommender Systems Embeddings. FLAIRS Vito Walter Anelli, Alejandro Bellogín, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2021	A	`conf`	The Idiosyncratic Effects of Adversarial Training on Bias in Personalized Recommendation Learning. RecSys Vito Walter Anelli, Tommaso Di Noia, Felice Antonio Merra
2021	J	`jnl`	Understanding the Effects of Adversarial Personalized Ranking Optimization Method on Recommendation Quality. CoRR Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2021	A	`conf`	V-Elliot: Design, Evaluate and Tune Visual Recommender Systems. RecSys Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara, Daniele Malitesta, Felice Antonio Merra, Claudio Pomo, Francesco Maria Donini, Tommaso Di Noia
2020	A	`conf`	Adversarial Learning for Recommendation: Applications for Security and Generative Tasks - Concept to Code. RecSys Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2020	A	`conf`	Adversarial Machine Learning in Recommender Systems (AML-RecSys). WSDM Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2020	J	`jnl`	Adversarial Machine Learning in Recommender Systems: State of the art and Challenges. CoRR Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2020	J	`jnl`	An Empirical Study of DNNs Robustification Inefficacy in Protecting Visual Recommenders. CoRR Vito Walter Anelli, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
2020	—	`conf`	Assessing Perceptual and Recommendation Mutation of Adversarially-Poisoned Visual Recommenders (short paper). DP@AI*IA Vito Walter Anelli, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
2020	A*	`conf`	How Dataset Characteristics Affect the Robustness of Collaborative Recommendation Models. SIGIR Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio, Felice Antonio Merra
2020	—	`conf`	Knowledge-enhanced Shilling Attacks for Recommendation. SEBD Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra, Giuseppe Acciani, Eugenio Di Sciascio
2020	J	`jnl`	Multi-Step Adversarial Perturbations on Recommender Systems Embeddings. CoRR Vito Walter Anelli, Alejandro Bellogín, Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2020	B	`conf`	SAShA: Semantic-Aware Shilling Attacks on Recommender Systems Exploiting Knowledge Graphs. ESWC Vito Walter Anelli, Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio, Felice Antonio Merra
2020	—	`conf`	TAaMR: Targeted Adversarial Attack against Multimedia Recommender Systems. DSN Workshops Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra
2019	—	`conf`	Assessing the Impact of a User-Item Collaborative Attack on Class of Users. ImpactRS@RecSys Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra
2019	J	`jnl`	Assessing the Impact of a User-Item Collaborative Attack on Class of Users. CoRR Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra