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

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, Malitesta Daniele

Deep Learning-Based Adaptive Image Compression System for a Real-World Scenario
Proceedings of the IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS 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)