| 2026 | AAAI | InfoQ: Mixed-Precision Quantization via Global Information Flow. | Mehmet Emre Akbulut, Hazem Hesham Yousef Shalby, Fabrizio Pittorino, Manuel Roveri |
| 2026 | AAAI | DQT: Dynamic Quantization Training via Dequantization-Free Nested Integer Arithmetic. | Hazem Hesham Yousef Shalby, Fabrizio Pittorino, Francesca Palermo, Diana Trojaniello, Manuel Roveri |
| 2026 | PERCOM | PEMPEM: Encrypted Ensemble Training for Internet-of-Things Time-Series Forecasting. | Alessandro Falcetta, Manuel Roveri |
| 2025 | ECAI | NITRO-D: Native Integer-Only Training of Deep Convolutional Neural Networks. | Alberto Pirillo, Luca Colombo, Manuel Roveri |
| 2025 | IJCNN | DYNAMAX: Dynamic computing for Transformers and Mamba based architectures. | Miguel Nogales, Matteo Gambella, Manuel Roveri |
| 2025 | IJCNN | TActiLE: Tiny Active LEarning for wearable devices. | Massimo Pavan, Claudio Galimberti, Manuel Roveri |
| 2025 | IJCNN | HEDEL: Homomorphically Encrypted Distributed Ensemble Learning. | Riccardo Pazzi, Alessandro Falcetta, Manuel Roveri |
| 2025 | INFOCOM | CEED: Collaborative Early Exit Neural Network Inference at the Edge. | Yichong Chen, Zifeng Niu, Manuel Roveri, Giuliano Casale |
| 2024 | DSN | ChainNet: A Customized Graph Neural Network Model for Loss-Aware Edge AI Service Deployment. | Zifeng Niu, Manuel Roveri, Giuliano Casale |
| 2024 | ESANN | An Efficient Neural Architecture Search Model for Medical Image Classification. | Lunchen Xie, Eugenio Lomurno, Matteo Gambella, Danilo Ardagna, Manuel Roveri, Matteo Matteucci, Qingjiang Shi |
| 2024 | IJCNN | FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness. | Matteo Gambella, Fabrizio Pittorino, Manuel Roveri |
| 2024 | IJCNN | StreamTinyNet: video streaming analysis with spatial-temporal TinyML. | Hazem Hesham Yousef Shalby, Massimo Pavan, Manuel Roveri |
| 2023 | CNSM | Coupling QoS Co-Simulation with Online Adaptive Arrival Forecasting. | Yichong Chen, Manuel Roveri, Shreshth Tuli, Giuliano Casale |
| 2023 | DSAA | To Personalize or Not To Personalize? Soft Personalization and the Ethics of ML for Health. | Alessandro Falcetta, Massimo Pavan, Stefano Canali, Viola Schiaffonati, Manuel Roveri |
| 2023 | IJCNN | EDANAS: Adaptive Neural Architecture Search for Early Exit Neural Networks. | Matteo Gambella, Manuel Roveri |
| 2022 | IJCNN | Privacy-preserving time series prediction with temporal convolutional neural networks. | Alessandro Falcetta, Manuel Roveri |
| 2022 | IJCNN | TinyML for UWB-radar based presence detection. | Massimo Pavan, Armando Caltabiano, Manuel Roveri |
| 2022 | SMC | CNAS: Constrained Neural Architecture Search. | Matteo Gambella, Alessandro Falcetta, Manuel Roveri |
| 2021 | IJCNN | Adaptive Federated Learning in Presence of Concept Drift. | Giuseppe Canonaco, Alex Bergamasco, Alessio Mongelluzzo, Manuel Roveri |
| 2021 | UAI | Time-variant variational transfer for value functions. | Giuseppe Canonaco, Andrea Soprani, Matteo Giuliani, Andrea Castelletti, Manuel Roveri, Marcello Restelli |
| 2021 | SmartComp | Birdsong Detection at the Edge with Deep Learning. | Simone Disabato, Giuseppe Canonaco, Paul G. Flikkema, Manuel Roveri, Cesare Alippi |
| 2020 | ECAI | Model-Free Non-Stationarity Detection and Adaptation in Reinforcement Learning. | Giuseppe Canonaco, Marcello Restelli, Manuel Roveri |
| 2020 | IJCNN | A Privacy-Preserving Distributed Architecture for Deep-Learning-as-a-Service. | Simone Disabato, Alessandro Falcetta, Alessio Mongelluzzo, Manuel Roveri |
| 2020 | IJCNN | A Computational Intelligence Characterization of Solar Magnetograms. | Julio J. Valds, Ljubomir Nikolic, Simone Disabato, Manuel Roveri |
| 2020 | SENSYS | Incremental On-Device Tiny Machine Learning. | Simone Disabato, Manuel Roveri |
| 2019 | IJCNN | Learning Convolutional Neural Networks in presence of Concept Drift. | Simone Disabato, Manuel Roveri |
| 2018 | IJCNN | Reducing the Computation Load of Convolutional Neural Networks through Gate Classification. | Simone Disabato, Manuel Roveri |
| 2017 | ICAISC | Learning in Nonstationary Environments: A Hybrid Approach. | Cesare Alippi, Wen Qi, Manuel Roveri |
| 2017 | IJCNN | Detecting changes at the sensor level in cyber-physical systems: Methodology and technological implementation. | Cesare Alippi, Viviana D'Alto, Mirko Falchetto, Danilo Pau, Manuel Roveri |
| 2017 | PERCOM | A lightweight and energy-efficient Internet-of-birds tracking system. | Cesare Alippi, Roberto Ambrosini, Violetta Longoni, Dario Cogliati, Manuel Roveri |
| 2017 | UIC | A spectrum-based adaptive sampling algorithm for smart sensing. | Ilaria Scarabottolo, Cesare Alippi, Manuel Roveri |
| 2016 | IJCAI | Change Detection in Multivariate Datastreams: Likelihood and Detectability Loss. | Cesare Alippi, Giacomo Boracchi, Diego Carrera, Manuel Roveri |
| 2016 | IJCNN | Online model-free sensor fault identification and dictionary learning in Cyber-Physical Systems. | Cesare Alippi, Stavros Ntalampiras, Manuel Roveri |
| 2014 | IJCNN | A cognitive monitoring system for contaminant detection in intelligent buildings. | Giacomo Boracchi, Michalis Michaelides, Manuel Roveri |
| 2014 | IJCNN | Exploiting self-similarity for change detection. | Giacomo Boracchi, Manuel Roveri |
| 2014 | IES | Learning causal dependencies to etect and diagnose faults in sensor networks. | Cesare Alippi, Manuel Roveri, Francesco Trov |
| 2013 | IJCNN | Model ensemble for an effective on-line reconstruction of missing data in sensor networks. | Cesare Alippi, Stavros Ntalampiras, Manuel Roveri |
| 2012 | ICANN | A "Learning from Models" Cognitive Fault Diagnosis System. | Cesare Alippi, Manuel Roveri, Francesco Trov |
| 2012 | IJCNN | Just-in-time ensemble of classifiers. | Cesare Alippi, Giacomo Boracchi, Manuel Roveri |
| 2012 | IJCNN | On-line reconstruction of missing data in sensor/actuator networks by exploiting temporal and spatial redundancy. | Cesare Alippi, Giacomo Boracchi, Manuel Roveri |
| 2012 | IJCNN | An HMM-based change detection method for intelligent embedded sensors. | Cesare Alippi, Stavros Ntalampiras, Manuel Roveri |
| 2012 | MASS | Netbrick: A high-performance, low-power hardware platform for wireless and hybrid sensor networks. | Cesare Alippi, Romolo Camplani, Manuel Roveri, Gabriele Viscardi |
| 2012 | PERCOM | Identifying network failure via detecting changes in power profile. | Toktam Mahmoodi, Manuel Roveri |
| 2011 | ICANN | A Distributed Self-adaptive Nonparametric Change-Detection Test for Sensor/Actuator Networks. | Cesare Alippi, Giacomo Boracchi, Manuel Roveri |
| 2011 | IJCNN | An effective just-in-time adaptive classifier for gradual concept drifts. | Cesare Alippi, Giacomo Boracchi, Manuel Roveri |
| 2011 | IJCNN | A hierarchical, nonparametric, sequential change-detection test. | Cesare Alippi, Giacomo Boracchi, Manuel Roveri |
| 2010 | ICANN | Adaptive Classifiers with ICI-Based Adaptive Knowledge Base Management. | Cesare Alippi, Giacomo Boracchi, Manuel Roveri |
| 2010 | IJCNN | Change detection tests using the ICI rule. | Cesare Alippi, Giacomo Boracchi, Manuel Roveri |
| 2010 | IJCNN | Virtual k-fold cross validation: An effective method for accuracy assessment. | Cesare Alippi, Manuel Roveri |
| 2010 | MASS | An hybrid wireless-wired monitoring system for real-time rock collapse forecasting. | Cesare Alippi, Romolo Camplani, Cristian Galperti, Antonio Marullo, Manuel Roveri |
| 2009 | IJCNN | Just in time classifiers: Managing the slow drift case. | Cesare Alippi, Giacomo Boracchi, Manuel Roveri |
| 2008 | IJCNN | k-NN classifiers: Investigating the k=k(n) relationship. | Cesare Alippi, M. Fuhrman, Manuel Roveri |
| 2007 | IJCNN | Adaptive Classifiers in Stationary Conditions. | Cesare Alippi, Manuel Roveri |
| 2007 | IJCNN | Just-in-time Adaptive Classifiers in Non-Stationary Conditions. | Cesare Alippi, Manuel Roveri |
| 2007 | MASS | Adaptive Sampling for Energy Conservation in Wireless Sensor Networks for Snow Monitoring Applications. | Cesare Alippi, Giuseppe Anastasi, Cristian Galperti, Francesca Mancini, Manuel Roveri |
| 2006 | IJCNN | A computational intelligence-based criterion to detect non-stationarity trends. | Cesare Alippi, Manuel Roveri |
| 2006 | ISCAS | An adaptive CUSUM-based test for signal change detection. | Cesare Alippi, Manuel Roveri |
| 2005 | ICIP | An adaptive system for automatic invoice-documents classification. | Cesare Alippi, F. Pessina, Manuel Roveri |
| 2005 | ICIP | Visual inspection of particle boards for quality assessment. | Vincenzo Piuri, Fabio Scotti, Manuel Roveri |