Pubblicazioni del gruppo di ricerca Theory of Deep Learning
2024
Betello Filippo, Siciliano Federico, Mishra Pushkar, Silvestri Fabrizio
Investigating the Robustness of Sequential Recommender Systems Against Training Data Perturbations. ECIR 2024: Advances in Information Retrieval 2024: 205-220
Bucarelli MARIA SOFIA, Larsen Matilde, Schwiegelshohn Chris, Toftrup Mads
On Generalization Bounds for Projective Clustering. Advances in Neural Information Processing Systems 36 (NeurIPS 2023) 2024: -
Mucha Wiktor, Cuconasu Florin, Etori Naome A., Kalokyri Valia, Trappolini Giovanni
TEXT2TASTE: A Versatile Egocentric Vision System for Intelligent Reading Assistance Using Large Language Model. Computers Helping People with Special Needs 2024: 285-291
Cuconasu Florin, Trappolini Giovanni, Siciliano Federico, Filice Simone, Campagnano Cesare, Maarek Yoelle, Tonellotto Nicola, Silvestri Fabrizio
The Power of Noise: Redefining Retrieval for RAG Systems. SIGIR '24: Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval 2024: 719-729
2023
Maiano Luca, Montuschi Antonio, Caserio Marta, Ferri Egon, Kieffer Federico, Germanò Chiara, Baiocco Lorenzo, RICCIARDI CELSI Lorenzo, Amerini Irene, Anagnostopoulos Aristidis
A deep-learning–based antifraud system for car-insurance claims. EXPERT SYSTEMS WITH APPLICATIONS 2023: 120644-
DI TEODORO Giulia, Siciliano Federico, Guarrasi Valerio, Vandamme Anne-Mieke, Ghisetti Valeria, Sönnerborg Anders, Zazzi Maurizio, Silvestri Fabrizio, Palagi Laura
Cristofaro A., Cappellini G., Staffetti E., Trappolini G., Vendittelli M.
Adaptive Estimation of the Pennes' Bio-Heat Equation - I: Observer Design. 2023 IEEE 62nd Conference on Decision and Control (CDC) 2023: -1936
Cappellini G., Trappolini G., Staffetti E., Cristofaro A., Vendittelli M.
Adaptive Estimation of the Pennes' Bio-Heat Equation - II: A NN-Based Implementation for Real-Time Applications. 2023 IEEE 62nd Conference on Decision and Control (CDC) 2023: 5364-5369
Wani FAROOQ AHMAD, Bucarelli MARIA SOFIA, Silvestri Fabrizio
Charlotte Magister Lucie, Barbiero Pietro, Kazhdan Dmitry, Siciliano Federico, Ciravegna Gabriele, Silvestri Fabrizio, Jamnik Mateja, Liò Pietro
Concept Distillation in Graph Neural Networks. World Conference on Explainable Artificial Intelligence 2023: -
Barnabò Giorgio, Trappolini Giovanni, Lastilla Lorenzo, Campagnano Cesare, Fan Angela, Petroni Fabio, Silvestri Fabrizio
CycleDRUMS: automatic drum arrangement for bass lines using CycleGAN. DISCOVER ARTIFICIAL INTELLIGENCE 2023: -
Barnabò Giorgio, Siciliano Federico, Castillo Carlos, Leonardi Stefano, Nakov Preslav, Da San Martino Giovanni, Silvestri Fabrizio
Deep active learning for misinformation detection using geometric deep learning. ONLINE SOCIAL NETWORKS AND MEDIA 2023: 100244-
Bacciu Andrea, Trappolini Giovanni, Santilli Andrea, Rodolà Emanuele, Silvestri Fabrizio
Pinelli Fabio, Tolomei Gabriele, Trappolini Giovanni
FLIRT: Federated Learning for Information Retrieval. ACM International Conference on Research and Development in Information Retrieval 2023: 3472-3475
Bacciu Andrea, Siciliano Federico, Tonellotto Nicola, Silvestri Fabrizio
Integrating Item Relevance in Training Loss for Sequential Recommender Systems. RecSys '23: Proceedings of the 17th ACM Conference on Recommender Systems 2023: -
Bucarelli MARIA SOFIA, Cassano Lucas, Siciliano Federico, Mantrach Amin, Silvestri Fabrizio
Leveraging Inter-Rater Agreement for Classification in the Presence of Noisy Labels. 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023: 3439-3448
Papa Lorenzo, PROIETTI MATTIA Gabriele, Russo Paolo, Amerini Irene, Beraldi Roberto
Papa Lorenzo, Russo Paolo, Amerini Irene
METER: a mobile vision transformer architecture for monocular depth estimation. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 2023: 1-1
Trappolini G., Santilli A., Rodola E., Halevy A., Silvestri F.
Multimodal Neural Databases. Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval 2023: 2619-2628
Becchetti Luca, Bonifaci Vincenzo, Cruciani Emilio, Pasquale Francesco
On a Voter Model with Context-Dependent Opinion Adoption. Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence 2023: -
Becchetti Luca, Clementi Andrea, Korman Amos, Pasquale Francesco, Trevisan Luca, Vacus Robin
On the Role of Memory in Robust Opinion Dynamics. Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence 2023: -
Tolomei Gabriele, Campagnano Cesare, Silvestri Fabrizio, Trappolini Giovanni
Prompt-to-OS (P2OS): Revolutionizing Operating Systems and Human-Computer Interaction with Integrated AI Generative Models. Proceedings of the 2023 IEEE 5th International Conference on Cognitive Machine Intelligence (CogMI) 2023: 128-134
Bacciu A., Cuconasu F., Siciliano F., Silvestri F., Tonellotto N., Trappolini G.
Trappolini Giovanni, Maiorca Valentino, Severino Silvio, Rodola Emanuele, Silvestri Fabrizio, Tolomei Gabriele
Sparse Vicious Attacks on Graph Neural Networks. IEEE TRANSACTIONS ON ARTIFICIAL INTELLIGENCE 2023: 1-11
2022
Alam Firoj, Cresci Stefano, Chakraborty Tanmoy, Silvestri Fabrizio, Dimitrov Dimiter, Da San Martino Giovanni, Shaar Shaden, Firooz Hamed, Nakov Preslav
A Survey on Multimodal Disinformation Detection. Proceedings of the 29th International Conference on Computational Linguistics 2022: -
Alati Edoardo, Caracciolo Carlo Alberto, Costa Marco, Sanzari Marta, Russo Paolo, Amerini Irene
aRTIC GAN: A Recursive Text-Image-Conditioned GAN. ELECTRONICS 2022: 1737-
Lucic Ana, ter Hoeve Maartje, Tolomei Gabriele, de Rijke Maarten, Silvestri Fabrizio
CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks. The 25th International Conference on Artificial Intelligence and Statistics 2022: -
Maiano Luca, Papa Lorenzo, Vocaj Ketbjano, Amerini Irene
DepthFake: a depth-based strategy for detecting Deepfake videos. ICPR 2022 Workshop on Artificial Intelligence for Multimedia Forensics and Disinformation Detection 2022: -
Sharma Shivam, Alam Firoj, Akhtar Md. Shad, Dimitrov Dimitar, Da San Martino Giovanni, Firooz Hamed, Halevy Alon, Silvestri Fabrizio, Nakov Preslav, Chakraborty Tanmoy
Detecting and Understanding Harmful Memes: A Survey. Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence 2022: 5597-5606
Tolomei Gabriele, Pinelli Fabio, Silvestri Fabrizio
Editorial: Human-Interpretable Machine Learning. FRONTIERS IN BIG DATA 2022: 956625-
Chen Z., Silvestri F., Tolomei G., Wang J., Zhu H., Ahn H.
Explain the Explainer: Interpreting Model-Agnostic Counterfactual Explanations of a Deep Reinforcement Learning Agent. IEEE TRANSACTIONS ON ARTIFICIAL INTELLIGENCE 2022: 1-15
Barnabò Giorgio, Siciliano Federico, Carlos Castillo, Leonardi Stefano, Nakov Preslav, Da San Martino Giovanni, Silvestri Fabrizio
FbMultiLingMisinfo: Challenging Large-Scale Multilingual Benchmark for Misinformation Detection. 2022 International Joint Conference on Neural Networks (IJCNN) 2022: 1-8
Barnabo G, Siciliano F, Castillo C, Leonardi S, Nakov P, Martino Gd, Silvestri F
FbMultiLingMisinfo: Challenging Large-Scale Multilingual Benchmark for Misinformation Detection. International Joint Conference on Neural Networks, {IJCNN} 2022, Padua, Italy, July 18-23, 2022 2022: 1-8
Greco Francesca, Polli Alessandro, Siciliano Federico
Leveraging Deep Learning models to assess the temporal validity of Emotional Text Mining procedures. JADT 2022 Proceedings: 16th International Conference on Statistical Analysis of Textual Data 2022: 475-481
Baldini Gianmarco, Amerini Irene
Microphone Identification based on Spectral Entropy with Convolutional Neural Network. 2022 IEEE International Workshop on Information Forensics and Security (WIFS) 2022: 1-6
Siciliano Federico, Bucarelli Maria Sofia, Tolomei Gabriele, Silvestri Fabrizio
NEWRON: A New Generalization of the Artificial Neuron to Enhance the Interpretability of Neural Networks. 2022 International Joint Conference on Neural Networks (IJCNN) 2022: 01-17
Baldini G., Amerini I.
Amerini I., Conti M., Giacomazzi P., Pajola L.
PRaNA: PRNU-based Technique to Tell Real and Deepfake Videos Apart. Proceedings of the International Joint Conference on Neural Networks 2022: 1-7
Halevy Alon, Canton-Ferrer Cristian, Ma Hao, Ozertem Umut, Pantel Patrick, Saeidi Marzieh, Silvestri Fabrizio, Stoyanov Ves
Preserving Integrity in Online Social Networks. COMMUNICATIONS OF THE ACM 2022: -
Papa Lorenzo, Russo Paolo, Amerini Irene
Real-time monocular depth estimation on embedded devices: challenges and performances in terrestrial and underwater scenarios. IEEE International Workshop on Metrology for the Sea 2022: -
Chen Z., Silvestri F., Wang J., Zhu H., Ahn H., Tolomei G.
ReLAX: Reinforcement Learning Agent Explainer for Arbitrary Predictive Models. International Conference on Information and Knowledge Management, Proceedings 2022: 252-261
Papa Lorenzo, Alati Edoardo, Russo Paolo, Amerini Irene
SPEED: Separable Pyramidal Pooling EncodEr-Decoder for Real-Time Monocular Depth Estimation on Low-Resource Settings. IEEE ACCESS 2022: 44881-44890
2021
Errica Federico, Silvestri Fabrizio, Edizel Bora, Denoyer Ludovic, Petroni Fabio, Plachouras Vassilis, Riedel Sebastian
Concept Matching for Low-Resource Classification. International Joint Conference on Neural Networks, {IJCNN} 2021, Shenzhen,China, July 18-22, 2021 2021: 1-8
Thorne James, Yazdani Majid, Saeidi Marzieh, Silvestri Fabrizio, Riedel Sebastian, Halevy Alon Y.
Database reasoning over text. Proceedings of the 59th Annual Meeting of the Association for ComputationalLinguistics and the 11th International Joint Conference on NaturalLanguage Processing, {ACL/IJCNLP} 2021, (Volume 1: Long Papers), VirtualEvent, August 1-6, 2021 2021: 3091-3104
Amerini I., Anagnostopoulos A., Maiano L., ricciardi Celsi L.
Deep learning for multimedia forensics. FOUNDATIONS AND TRENDS IN COMPUTER GRAPHICS AND VISION 2021: 309-457
Dimitrov Dimitar, Bin Ali Bishr, Shaar Shaden, Alam Firoj, Silvestri Fabrizio, Firooz Hamed, Nakov Preslav, Da San Martino Giovanni
Detecting Propaganda Techniques in Memes. Proceedings of the 59th Annual Meeting of the Association for ComputationalLinguistics and the 11th International Joint Conference on NaturalLanguage Processing, {ACL/IJCNLP} 2021, (Volume 1: Long Papers), VirtualEvent, August 1-6, 2021 2021: 6603-6617
Thorne James, Yazdani Majid, Saeidi Marzieh, Silvestri Fabrizio, Riedel Sebastian, Halevy Alon
From Natural Language Processing to Neural Databases. PROCEEDINGS OF THE VLDB ENDOWMENT 2021: 1033-1039
Maiano L., Amerini I., Ricciardi Celsi L., Anagnostopoulos A.
Identification of social-media platform of videos through the use of shared features. JOURNAL OF IMAGING 2021: 1-16
Amerini I., Baldini G., Leotta F.
Image and video forensics. JOURNAL OF IMAGING 2021: -
Cabal-Yepez E., Ledesma-Carrillo L. M., Botella G., Amerini I.
Introduction to the special section on image processing in security applications (VSI-ipsa). COMPUTERS & ELECTRICAL ENGINEERING 2021: 106935-
Baldini G., Ramos J. L. H., Amerini I.
Intrusion detection based on gray-level co-occurrence matrix and 2d dispersion entropy. APPLIED SCIENCES 2021: 1-24
Amerini I., Anagnostopoulos A., Maiano L., Ricciardi Celsi Lorenzo
Learning double-compression video fingerprints left from social-media platforms. ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2021: 2530-2534
Pasquini C., Amerini I., Boato G.
Media forensics on social media platforms: a survey. EURASIP JOURNAL ON MULTIMEDIA AND INFORMATION SECURITY 2021: -
Tonellotto N., Gotta A., Nardini F. M., Gadler D., Silvestri F.
Neural network quantization in federated learning at the edge. INFORMATION SCIENCES 2021: 417-436
Caldelli R., Galteri L., Amerini I., Del Bimbo A.
Optical Flow based CNN for detection of unlearnt deepfake manipulations. PATTERN RECOGNITION LETTERS 2021: 31-37
Dimitrov Dimitar, Bin Ali Bishr, Shaar Shaden, Alam Firoj, Silvestri Fabrizio, Firooz Hamed, Nakov Preslav, Da San Martino Giovanni
Trappolini Giovanni, Cosmo Luca, Moschella Luca, Marin Riccardo, Melzi Simone, Rodola' Emanuele
Shape Registration in the Time of Transformers. Advances in Neural Information Processing Systems 34 pre-proceedings (NeurIPS 2021) 2021: -
2020
Baldini G., Amerini I.
An evaluation of entropy measures for microphone identification. ENTROPY 2020: 1-30
Amerini I., Caldelli R.
Exploiting Prediction Error Inconsistencies through LSTM-based Classifiers to Detect Deepfake Videos. IH and MMSec 2020 - Proceedings of the 2020 ACM Workshop on Information Hiding and Multimedia Security 2020: 97-102
Massarelli Luca, Petroni Fabio, Piktus Aleksandra, Ott Myle, Rocktaschel Tim, Plachouras Vassilis, Silvestri Fabrizio, Riedel Sebastian
How Decoding Strategies Affect the Verifiability of Generated Text. Findings of the Association for Computational Linguistics: EMNLP 2020 2020: 223-235
Bai Xiao, Barla Cambazoglu B, Gullo Francesco, Mantrach Amin, Silvestri Fabrizio
Improving News Personalization Through Search Logs. International Workshop on Algorithmic Bias in Search and Recommendation 2020: 152-166
Halimi O., Imanuel I., Litany O., Trappolini G., Rodola E., Guibas L., Kimmel R.
Towards precise completion of deformable shapes. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2020: 359-377
2019
Mantrach A., Silvestri F.
Demonstrations track chairs' welcome. ONLINE SOCIAL NETWORKS AND MEDIA 2019: 3490-
Cazabet R., Passarella A., Rossetti G., Silvestri F.
Editorial - Special issue on OSNEM network properties and dynamics. ONLINE SOCIAL NETWORKS AND MEDIA 2019: 21-
Tolomei Gabriele, Silvestri Fabrizio
Generating actionable interpretations from ensembles of decision trees. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 2019: -
Piktus Aleksandra, Bora Edizel Necati, Bojanowski Piotr, Grave Edouard, Ferreira Rui, Silvestri Fabrizio
Misspelling Oblivious Word Embeddings. Proceedings of the 2019 Conference of the North {A}merican Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) 2019: 3226-3234
Trappolini Giovanni, Padellini Tullia, Brutti Pierpaolo
Multiresolution topological data analysis for robust activity tracking. Smart Statistics for Smart Applications. Book of short papers SIS2019 2019: 1119-1124
Mantrach A., Liu L., Silvestri F., White R. W., McAuley J.
2018
Lucchese Claudio, Maria Nardini Franco, Orlando Salvatore, Perego Raffaele, Silvestri Fabrizio, Trani Salvatore
X-CLEaVER: Learning ranking ensembles by growing and pruning trees. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY 2018: 1-26
2017
Coletto Mauro, Maria Aiello Luca, Lucchese Claudio, Silvestri Fabrizio
Adult content consumption in online social networks. SOCIAL NETWORK ANALYSIS AND MINING 2017: 1-21
Tolomei Gabriele, Haines Andy, Lalmas Mounia, Silvestri Fabrizio
Bron M., Silvestri F., Redi M., Evans H., Lalmas M., Chute M.
Friendly, appealing or both? Characterising user experience in sponsored search landing pages. 26th International World Wide Web Conference 2017, WWW 2017 Companion 2017: 699-707
Tolomei Gabriele, Silvestri Fabrizio, Haines Andrew, Lalmas Mounia
Interpretable predictions of tree-based ensembles via actionable feature tweaking. Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 2017: 465-474
Bron Marc, Lalmas Mounia, Evans Huw, Chute Mahlon, Redi Miriam, Silvestri Fabrizio
Anagnostopoulos Aris, Atassi Reem, Becchetti Luca, Fazzone Adriano, Silvestri Fabrizio
Tour recommendation for groups. DATA MINING AND KNOWLEDGE DISCOVERY 2017: 1157-1188
2016
Ferro N., Crestani F., Moens M. -F., Mothe J., Silvestri F., Di Nunzio G. M., Hauff C., Silvello G.
Advances in information retrieval: 38th European conference on IR research, ECIR 2016 Padua, Italy, march 20–23, 2016 proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2016: -
Lucchese C., Nardini F. M., Orlando S., Perego R., Silvestri F., Trani S.
Improve ranking efficiency by optimizing tree ensembles. CEUR Workshop Proceedings 2016: -
Barbieri N, Silvestri F, Lalmas M
Singh G., Mantrach A., Silvestri F.
Improving profiles of weakly-engaged users: With applications to recommender systems. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2016: 123-134
Alawad Noor Aldeen, Anagnostopoulos Aristidis, Leonardi Stefano, Mele Ida, Silvestri Fabrizio
Network-Aware Recommendations of Novel Tweets. Proceeding SIGIR '16 Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval 2016: 913-916
Coletto M, Aiello Lm, Lucchese C, Silvestri F
On the Behaviour of Deviant Communities in Online Social Networks. ICWSM 2016 2016: -
Lucchese C, Nardini Fm, Orlando S, Perego R, Silvestri F, Trani S
Post-Learning Optimization of Tree Ensembles for Efficient Ranking. SIGIR 2016 2016: -
Ferro Nicola, Crestani Fabio, Moens Marie-Francine, Mothe Josiane, Silvestri Fabrizio, Kekäläinen Jaana, Rosso Paolo, Clough Paul D., Pasi Gabriella, Lioma Christina, Mizzaro Stefano, Maria Di Nunzio Giorgio, Hauff Claudia, Alonso Omar, Serdyukov Pavel, Silvello Gianmaria
Report on ECIR 2016: 38th European Conference on Information Retrieval. SIGIR FORUM 2016: 12-27
Grbovic Mihajlo, Djuric Nemanja, Radosavljevic Vladan, Silvestri Fabrizio, Baeza-Yates Ricardo, Feng Andrew, Ordentlich Erik, Yang Lee, Owens Gavin
Aiello Lm, Arapakis I, Baeza-Yates Ra, Bai X, Barbieri N, Mantrach A, Silvestri F
The Role of Relevance in Sponsored Search. CIKM 2016 2016: -
2015
Grbovic M, Djuric N, Radosavljevic V, Silvestri F, Bhamidipati N
Silvestri F, Grbovic M, Bhamidipati N, Radosavljevic V, Djuric N
Silvestri F, Tolomei G, Trevisiol M, Barbieri N, Lalmas M, Sangal Pm
Trevisiol Michele, Tolomei Gabriele, Barbieri Nicola, Lalmas Mounia, Mohan Sangal Puneet, Silvestri Fabrizio
Blanco R, De Francisci Morales G, Silvestri F
IntoNews: Online news retrieval using closed captions. INFORMATION PROCESSING & MANAGEMENT 2015: 148-162
Baeza-Yates Ricardo, Djuric Nemanja, Grbovic Mihajlo, Radosavljevic Vladan, Silvestri Fabrizio
Large-scale Contextual Query-to-Ad Matching and Retrieval System for Sponsored Search. WWW'15 COMPANION: PROCEEDINGS OF THE 24TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB 2015: 1253-1253
Sydow M., Muntean C. I., Nardini F. M., Matwin S., Silvestri F.
MUSETS: Diversity-aware web query suggestions for shortening user sessions. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2015: 237-247
Muntean Ci, Nardini Fm, Silvestri F, Baraglia R
On Learning Prediction Models for Tourists Paths. ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY 2015: -
Baeza-Yates Ricardo, Jiang Di, Silvestri Fabrizio, Harrison Beverly
Predicting The Next App That You Are Going To Use. WSDM 2015 2015: -
Silvestri F, Baeza-Yates Ra, Harrison B, Jiang D
Lalmas Mounia, Lehmann Janette, Shaked Guy, Silvestri Fabrizio, Tolomei Gabriele
Promoting positive post-click experience for in-stream yahoo gemini users. Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '15) 2015: 1929-1938
Colmenares Carlos A., Litvak Marina, Mantrach Amin, Silvestri Fabrizio
{HEADS}: Headline Generation as Sequence Prediction Using an Abstract Feature-Rich Space. Proceedings of the 2015 Conference of the North {A}merican Chapter of the Association for Computational Linguistics: Human Language Technologies 2015: 133-142
2014
Capannini G., Baraglia R., Silvestri F., Nardini F. M.
Effective Data Access Patterns on Massively Parallel Processors. High-Performance Computing on Complex Environments 2014: 115-134
Silvestri Fabrizio, Alberto Baeza-Yates Ricardo, Harrison Beverly, Jiang Di
Lucchese C, Muntean Ci, Perego R, Silvestri F, Vahabi H, Venturini R
Recommender Systems. Mining User Generated Content 2014 2014: -
Silvestri Fabrizio, Grbovic Mihajlo, Bhamidipati Narayan, Radosavljevic Vladan, Djuric Nemanja
Bai Xiao, Barla Cambazoglu B., Gullo Francesco, Mantrach Amin, Silvestri Fabrizio