2021 - Anelli Vito Walter, Deldjoo Yashar, Di Noia Tommaso, Malitesta Daniele, Merra Felice Antonio

A Study of Defensive Methods to Protect Visual Recommendation Against Adversarial Manipulation of Images
Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval

2021 - 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
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops

2022 - Anelli Vito Walter, Bellogin Alejandro , Ferrara Antonio, Malitesta Daniele, Merra Felice Antonio, Pomo Claudio, Donini Francesco M., Di Noia Tommaso

V-Elliot: Speeding up Visual Recommendation via a GPU-powered Data Input Pipeline
NVIDIA GTC 2022

2022 - Deldjoo Yashar, Di Noia Tommaso, Malitesta Daniele, Merra Felice Antonio

Leveraging Content-Style Item Representation for Visual Recommendation
44th European Conference on Information Retrieval

2021 - Anelli Vito Walter, Bellogin Alejandro , Ferrara Antonio, Malitesta Daniele, Merra Felice Antonio, Pomo Claudio, Donini Francesco M., Di Noia Tommaso

V-Elliot: Design, Evaluate and Tune Visual Recommender Systems
RecSys 21: Fifteenth ACM Conference on Recommender Systems, Amsterdam, The Netherlands, 2021

2021 - Anelli Vito Walter, Bellogin Alejandro , Ferrara Antonio, Malitesta Daniele, Merra Felice Antonio, Pomo Claudio, Donini Francesco M., Di Sciascio Eugenio, Di Noia Tommaso

How to Perform Reproducible Experiments in the ELLIOT Recommendation Framework: Data Processing, Model Selection, and Performance Evaluation
11th Italian Information Retrieval Workshop 2021, Bari, Italy, 2021

2021 - Anelli Vito Walter, Bellogin Alejandro , Ferrara Antonio, Malitesta Daniele, Merra Felice Antonio, Pomo Claudio, Donini Francesco M., Di Noia Tommaso

Elliot: A Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation
The 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, Virtual Event, Canada, 2021

2021 - Anelli Vito Walter, Deldjoo Yashar, Di Noia Tommaso, Merra Felice Antonio

Adversarial Recommender Systems: Attack, Defense, and Advances

2021 - Anelli Vito Walter, Deldjoo Yashar, Di Noia Tommaso, Merra Felice Antonio

Adversarial Learning for Recommendation
Adversarial Machine Learning, Recommender SystemsAdvances in Information Retrieval -43rd European Conference on {IR} Research, {ECIR} 2021

2020 - Anelli Vito Walter, Di Noia Tommaso, Malitesta Daniele, Merra Felice Antonio

Assessing Perceptual and Recommendation Mutation of Adversarially-Poisoned Visual Recommenders
Adversarial Machine Learning, Recommender Systems, Deep LearningThe 1st Workshop on Dataset Curation and Security co-located with the 34th Conference on Neural InformationProcessing Systems (NeurIPS 2020), Vancouver, Canada (Virtual Event).

2020 - Anelli Vito Walter, Deldjoo Yashar, Di Noia Tommaso, Merra Felice Antonio

Adversarial Learning for Recommendation: Applications for Security and Generative Tasks - Concept to Code
The 14th ACM Conference on Recommender Systems, September 21--26, 2020, Virtual Event, Brazil

2020 - Anelli Vito Walter, Deldjoo Yashar, Di Noia Tommaso, Merra Felice Antonio, Acciani Giuseppe, Di Sciascio Eugenio

Knowledge-enhanced Shilling Attacks for recommendation
Shilling Attack, Recommender SystemThe 28th Italian Symposium on Advanced Database Systems (SEBD 2020), Villasimius (CA), Italy, June 21-24, 2020

2021 - Deldjoo Yashar, Di Noia Tommaso, Merra Felice Antonio

A survey on Adversarial Recommender Systems: from Attack/Defense strategies to Generative Adversarial Networks
Recommender System, Adversarial Machine Learning, Literature ReviewACM Computing Surveys

2020 - Deldjoo Yashar, Di Noia Tommaso, Merra Felice Antonio, Di Sciascio Eugenio

How Dataset Characteristics Affect the Robustness of Collaborative Recommendation Models
Proc. of ACM SIGIR 2020 - 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval

2020 - Deldjoo Yashar, Di Noia Tommaso, Merra Felice Antonio

Adversarial Machine Learning in Recommender Systems (AML-RecSys)
WSDM'20: The Thirteenth ACM International Conference on Web Search and Data Mining, Houston, TX, USA, February 3-7, 2020

2020 - Di Noia Tommaso, Malitesta Daniele, Merra Felice Antonio

TAaMR: Targeted Adversarial Attack against Multimedia Recommender Systems
Adversarial Machine Learning, Recommender SystemsThe 3rd International Workshop on Dependable and Secure Machine Learning – DSML 2020 Co-located with the 50th IEEE/IFIP International Conference on Dependable Systems and Networks (DSN 2020)

2020 - Anelli Vito Walter, Deldjoo Yashar, Di Noia Tommaso, Di Sciascio Eugenio, Merra Felice Antonio

SAShA: Semantic-Aware Shilling Attacks on Recommender Systems exploiting Knowledge Graphs
17th European Semantic Web Conference ESWC 2020

2019 - Deldjoo Yashar, Di Noia Tommaso, Merra Felice Antonio

Assessing the Impact of a User-Item Collaborative Attack on Class of Users
shilling attack: recommender systems; user classIn Proceedings of the 13th ACM RecSys Workshop on Impact of Recommender Systems, (ImpactRS@RecSys'19)