| 2025 | IJCNN | Dysarthric Speech Classification: A Comparative Analysis of Decision-Support Methods. | Davide Lillini, Carlo Aironi, Lucia Migliorelli, Leonardo Gabrielli, Stefano Squartini |
| 2025 | IJCNN | Contextual Pooling for Multiple-Instance Learning-based Non-Intrusive Load Monitoring. | Giulia Tanoni, Emanuele Principi, Paolo Vitulli, Luigi Mandolini, Stefano Squartini |
| 2025 | ISCAS | A Deep Cascade Framework for Non-Intrusive Power Disaggregation in Solar-Powered Households. | Giulia Tanoni, Redemptor Laceda Taloma, Emanuele Principi, Danilo Comminiello, Stefano Squartini |
| 2024 | ICASSP | One Model to Rule Them All ? Towards End-to-End Joint Speaker Diarization and Speech Recognition. | Samuele Cornell, Jee-Weon Jung, Shinji Watanabe, Stefano Squartini |
| 2023 | ICASSP | Multi-Channel Speaker Extraction with Adversarial Training: The Wavlab Submission to The Clarity ICASSP 2023 Grand Challenge. | Samuele Cornell, Zhong-Qiu Wang, Yoshiki Masuyama, Shinji Watanabe, Manuel Pariente, Nobutaka Ono, Stefano Squartini |
| 2022 | ICASSP | Learning Filterbanks for End-to-End Acoustic Beamforming. | Samuele Cornell, Manuel Pariente, Franois Grondin, Stefano Squartini |
| 2022 | IJCNN | Digital Filters Design for Personal Sound Zones: a Neural Approach. | Giovanni Pepe, Leonardo Gabrielli, Stefano Squartini, Carlo Tripodi, Nicolo Strozzi |
| 2021 | Interspeech | Learning to Rank Microphones for Distant Speech Recognition. | Samuele Cornell, Alessio Brutti, Marco Matassoni, Stefano Squartini |
| 2020 | IJCNN | A Novel Adversarial Training Scheme for Deep Neural Network based Speech Enhancement. | Samuele Cornell, Emanuele Principi, Stefano Squartini |
| 2020 | IJCNN | Who Cried When: Infant Cry Diarization with Dilated Fully-Convolutional Neural Networks. | Marco Severini, Emanuele Principi, Samuele Cornell, Leonardo Gabrielli, Stefano Squartini |
| 2020 | Interspeech | Detecting and Counting Overlapping Speakers in Distant Speech Scenarios. | Samuele Cornell, Maurizio Omologo, Stefano Squartini, Emmanuel Vincent |
| 2020 | MMSP | Deep Learning for Individual Listening Zone. | Giovanni Pepe, Leonardo Gabrielli, Stefano Squartini, Luca Cattani, Carlo Tripodi |
| 2019 | ICASSP | End-to-end Binaural Sound Localisation from the Raw Waveform. | Paolo Vecchiotti, Ning Ma, Stefano Squartini, Guy J. Brown |
| 2019 | IJCNN | Processing Acoustic Data with Siamese Neural Networks for Enhanced Road Roughness Classification. | Leonardo Gabrielli, Livio Ambrosini, Fabio Vesperini, Valeria Bruschi, Stefano Squartini, Luca Cattani |
| 2018 | IJCNN | Collaborative Energy Management in Micro-Grid environments through multi-objective optimization. | Marco Severini, Ornella Pisacane, Marco Fagiani, Stefano Squartini |
| 2018 | IJCNN | Exploiting the Reactive Power in Deep Neural Models for Non-Intrusive Load Monitoring. | Michele Valenti, Roberto Bonfigli, Emanuele Principi, Stefano Squartini |
| 2018 | IJCNN | Snore Sounds Excitation Localization by Using Scattering Transform and Deep Neural Networks. | Fabio Vesperini, Andrea Galli, Leonardo Gabrielli, Emanuele Principi, Stefano Squartini |
| 2017 | CEC | A new open-source Energy Management framework: Functional description and preliminary results. | Marco Fagiani, Marco Severini, Stefano Squartini, Lucio Ciabattoni, Francesco Ferracuti, Alessandro Fonti, Gabriele Comodi |
| 2017 | IJCNN | Acoustic novelty detection with adversarial autoencoders. | Emanuele Principi, Fabio Vesperini, Stefano Squartini, Francesco Piazza |
| 2017 | IJCNN | A convolutional neural network approach for acoustic scene classification. | Michele Valenti, Stefano Squartini, Aleksandr Diment, Giambattista Parascandolo, Tuomas Virtanen |
| 2016 | CEC | Improving the performance of the AFAMAP algorithm for Non-Intrusive Load Monitoring. | Roberto Bonfigli, Marco Severini, Stefano Squartini, Marco Fagiani, Francesco Piazza |
| 2016 | CEC | Exploiting temporal features and pressure data for automatic leakage detection in smart water grids. | Marco Fagiani, Stefano Squartini, Roberto Bonfigli, Marco Severini, Francesco Piazza |
| 2016 | IJCNN | An experimental study on new features for activity of daily living recognition. | Daniele Ferretti, Emanuele Principi, Stefano Squartini, Luigi Mandolini |
| 2016 | IJCNN | Combining evolution strategies and neural network procedures for compression driver design. | Michele Gasparini, Fabio Vesperini, Stefania Cecchi, Stefano Squartini, Francesco Piazza, Romolo Toppi |
| 2016 | IJCNN | Deep neural networks for Multi-Room Voice Activity Detection: Advancements and comparative evaluation. | Fabio Vesperini, Paolo Vecchiotti, Emanuele Principi, Stefano Squartini, Francesco Piazza |
| 2015 | ICASSP | A novel approach for automatic acoustic novelty detection using a denoising autoencoder with bidirectional LSTM neural networks. | Erik Marchi, Fabio Vesperini, Florian Eyben, Stefano Squartini, Bjrn W. Schuller |
| 2015 | IJCNN | A novelty detection approach to identify the occurrence of leakage in smart gas and water grids. | Marco Fagiani, Stefano Squartini, Marco Severini, Francesco Piazza |
| 2015 | IJCNN | A Deep Neural Network approach for Voice Activity Detection in multi-room domestic scenarios. | Giacomo Ferroni, Roberto Bonfigli, Emanuele Principi, Stefano Squartini, Francesco Piazza |
| 2015 | IJCNN | Non-linear prediction with LSTM recurrent neural networks for acoustic novelty detection. | Erik Marchi, Fabio Vesperini, Felix Weninger, Florian Eyben, Stefano Squartini, Bjrn W. Schuller |
| 2015 | IJCNN | Energy management with the support of dynamic pricing strategies in real micro-grid scenarios. | Marco Severini, Stefano Squartini, Marco Fagiani, Francesco Piazza |
| 2014 | ICASSP | A nonlinear second-order digital oscillator for Virtual Acoustic Feedback. | Leonardo Gabrielli, M. Giobbi, Stefano Squartini, Vesa Vlimki |
| 2014 | ICASSP | Multi-resolution linear prediction based features for audio onset detection with bidirectional LSTM neural networks. | Erik Marchi, Giacomo Ferroni, Florian Eyben, Leonardo Gabrielli, Stefano Squartini, Bjrn W. Schuller |
| 2014 | IJCNN | Computational Intelligence in Smart water and gas grids: An up-to-date overview. | Marco Fagiani, Stefano Squartini, Leonardo Gabrielli, Mirco Pizzichini, Susanna Spinsante |
| 2014 | IJCNN | Audio onset detection: A wavelet packet based approach with recurrent neural networks. | Erik Marchi, Giacomo Ferroni, Florian Eyben, Stefano Squartini, Bjrn W. Schuller |
| 2014 | IJCNN | Power Normalized Cepstral Coefficients based supervectors and i-vectors for small vocabulary speech recognition. | Emanuele Principi, Stefano Squartini, Francesco Piazza |
| 2014 | IJCNN | Computational framework based on task and resource scheduling for micro grid design. | Marco Severini, Stefano Squartini, Francesco Piazza |
| 2013 | ICASSP | Real-life voice activity detection with LSTM Recurrent Neural Networks and an application to Hollywood movies. | Florian Eyben, Felix Weninger, Stefano Squartini, Bjrn W. Schuller |
| 2013 | Interspeech | A distributed system for recognizing home automation commands and distress calls in the Italian language. | Emanuele Principi, Stefano Squartini, Francesco Piazza, Danilo Fuselli, Maurizio Bonifazi |
| 2013 | IWCMC | Evaluation of the Wireless M-Bus standard for future smart water grids. | Susanna Spinsante, Mirco Pizzichini, Matteo Mencarelli, Stefano Squartini, Ennio Gambi |
| 2012 | ISNN | Optimal Task and Energy Scheduling in Dynamic Residential Scenarios. | Francesco De Angelis, Matteo Boaro, Danilo Fuselli, Stefano Squartini, Francesco Piazza, Qinglai Wei, Ding Wang |
| 2012 | ISNN | Optimal Battery Management with ADHDP in Smart Home Environments. | Danilo Fuselli, Francesco De Angelis, Matteo Boaro, Derong Liu, Qinglai Wei, Stefano Squartini, Francesco Piazza |
| 2012 | ISNN | Dominance Detection in a Reverberated Acoustic Scenario. | Emanuele Principi, Rudy Rotili, Martin Wllmer, Stefano Squartini, Bjrn W. Schuller |
| 2012 | ISNN | An Energy Aware Approach for Task Scheduling in Energy-Harvesting Sensor Nodes. | Marco Severini, Stefano Squartini, Francesco Piazza |
| 2011 | ISNN | Real-Time Joint Blind Speech Separation and Dereverberation in Presence of Overlapping Speakers. | Rudy Rotili, Emanuele Principi, Stefano Squartini, Francesco Piazza |
| 2011 | ISNN | Robust Multi-stream Keyword and Non-linguistic Vocalization Detection for Computationally Intelligent Virtual Agents. | Martin Wllmer, Erik Marchi, Stefano Squartini, Bjrn W. Schuller |
| 2011 | ISNN | ELM-Based Time-Variant Neural Networks with Incremental Number of Output Basis Functions. | Yibin Ye, Stefano Squartini, Francesco Piazza |
| 2010 | ISCAS | Robust speech recognition using feature-domain multi-channel bayesian estimators. | Emanuele Principi, Rudy Rotili, Simone Cifani, Lorenzo Marinelli, Stefano Squartini, Francesco Piazza |
| 2007 | ISCAS | Discrete Stockwell Transform and Reduced Redundancy Versions from Frame Theory Viewpoint. | Alessandro Bastari, Stefano Squartini, Francesco Piazza |
| 2007 | ISNN | Gaussianization Based Approach for Post-Nonlinear Underdetermined BSS with Delays. | Alessandro Bastari, Stefano Squartini, Stefania Cecchi, Francesco Piazza |
| 2007 | ISNN | Echo State Networks for Real-Time Audio Applications. | Stefano Squartini, Stefania Cecchi, Michele Rossini, Francesco Piazza |
| 2006 | ISCAS | New Riemannian metrics for speeding-up the convergence of over- and underdetermined ICA. | Stefano Squartini, Francesco Piazza, Fabian J. Theis |
| 2005 | ISCAS | An ICA based approach for blind deconvolution of three-dimensional signals. | Emanuele Principi, Stefano Squartini, Francesco Piazza |
| 2005 | ISCAS | New Riemannian metrics for improvement of convergence speed in ICA based learning algorithms. | Stefano Squartini, Francesco Piazza, A. Shawker |
| 2005 | ISCAS | A new time-variant neural based approach for nonstationary and non-linear system identification. | Alessio Titti, Stefano Squartini, Francesco Piazza |
| 2005 | ISCAS | An alternative natural gradient approach for multichannel blind deconvolution. | Massimo Tomassoni, Stefano Squartini, Francesco Piazza |
| 2004 | IJCNN | An approach employing signal sparse representation in wavelet domain for underdetermined blind source separation. | Eraldo Pomponi, Stefano Squartini, Francesco Piazza |
| 2004 | ISCAS | Calculation of non-mixed second derivatives in multirate systems through signal flow graph techniques. | Andrea Arcangeli, Stefano Squartini, Francesco Piazza |
| 2003 | ICASSP | A recurrent multiscale architecture for long-term memory prediction task. | Stefano Squartini, Amir Hussain, Francesco Piazza |
| 2003 | IJCNN | Attempting to reduce the vanishing gradient effect through a novel recurrent multiscale architecture. | Stefano Squartini, Amir Hussain, Francesco Piazza |
| 2003 | ISCAS | Preprocessing based solution for the vanishing gradient problem in recurrent neural networks. | Stefano Squartini, Amir Hussain, Francesco Piazza |