| 2025 | CIKM | Semantic Filter Recommendation for eCommerce Search. | Kilian Merkelbach, Antonino Freno |
| 2017 | RecSys | Practical Lessons from Developing a Large-Scale Recommender System at Zalando. | Antonino Freno |
| 2015 | KDD | One-Pass Ranking Models for Low-Latency Product Recommendations. | Antonino Freno, Martin Saveski, Rodolphe Jenatton, Cdric Archambeau |
| 2012 | UAI | Spectral Estimation of Conditional Random Graph Models for Large-Scale Network Data. | Antonino Freno, Mikaela Keller, Gemma C. Garriga, Marc Tommasi |
| 2011 | ICMLA | Learning to Rank Using Markov Random Fields. | Antonino Freno, Tiziano Papini, Michelangelo Diligenti |
| 2010 | ECAI | Kernel-Based Hybrid Random Fields for Nonparametric Density Estimation. | Antonino Freno, Edmondo Trentin, Marco Gori |
| 2009 | IJCNN | Scalable statistical learning: A modular bayesian/markov network approach. | Antonino Freno, Edmondo Trentin, Marco Gori |
| 2009 | IJCNN | Unsupervised nonparametric density estimation: A neural network approach. | Edmondo Trentin, Antonino Freno |
| 2009 | KDD | Scalable pseudo-likelihood estimation in hybrid random fields. | Antonino Freno, Edmondo Trentin, Marco Gori |
| 2007 | KES | Selecting Features by Learning Markov Blankets. | Antonino Freno |