Danilo Comminiello

196 papers A* 1B 16C 7Misc 13Journal 96Unranked 49

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Closing the Modality Gap Aligns Group-Wise Semantics. CoRR Eleonora Grassucci, Giordano Cicchetti, Emanuele Frasca, Aurelio Uncini, Danilo Comminiello
2026	J	`jnl`	Closing the gap in multimodal medical representation alignment. CoRR Eleonora Grassucci, Giordano Cicchetti, Danilo Comminiello
2026	J	`jnl`	Metadata, wavelet, and time aware diffusion models for satellite image super resolution. Pattern Recognit. Lett. Luigi Sigillo, Renato Giamba, Danilo Comminiello
2026	J	`jnl`	The IJCNN 2025 Review Process. CoRR Michele Scarpiniti, Danilo Comminiello
2025	C	`conf`	A Deep Cascade Framework for Non-Intrusive Power Disaggregation in Solar-Powered Households. ISCAS Giulia Tanoni, Redemptor Laceda Taloma, Emanuele Principi, Danilo Comminiello, Stefano Squartini
2025	J	`jnl`	A TRIANGLE Enables Multimodal Alignment Beyond Cosine Similarity. CoRR Giordano Cicchetti, Eleonora Grassucci, Danilo Comminiello
2025	J	`jnl`	Beyond Answers: How LLMs Can Pursue Strategic Thinking in Education. CoRR Eleonora Grassucci, Gualtiero Grassucci, Aurelio Uncini, Danilo Comminiello
2025	J	`jnl`	Beyond Answers: How large language models can pursue strategic thinking in education. IEEE Signal Process. Mag. Eleonora Grassucci, Gualtiero Grassucci, Aurelio Uncini, Danilo Comminiello
2025	—	`conf`	Closing the Gap in Multimodal Medical Representation Alignment. MLSP Eleonora Grassucci, Giordano Cicchetti, Danilo Comminiello
2025	J	`jnl`	Controllable Audio-Visual Viewpoint Generation from 360° Spatial Information. CoRR Christian Marinoni, Riccardo Fosco Gramaccioni, Eleonora Grassucci, Danilo Comminiello
2025	B	`conf`	FoleyGRAM: Video-to-Audio Generation with GRAM-Aligned Multimodal Encoders. IJCNN Riccardo F. Gramaccioni, Christian Marinoni, Eleonora Grassucci, Giordano Cicchetti, Aurelio Uncini, Danilo Comminiello
2025	J	`jnl`	FoleyGRAM: Video-to-Audio Generation with GRAM-Aligned Multimodal Encoders. CoRR Riccardo Fosco Gramaccioni, Christian Marinoni, Eleonora Grassucci, Giordano Cicchetti, Aurelio Uncini, Danilo Comminiello
2025	B	`conf`	GATSY: Graph Attention Network for Music Artist Similarity. IJCNN Andrea Giuseppe Di Francesco, Giuliano Giampietro, Indro Spinelli, Danilo Comminiello
2025	J	`jnl`	Generalizing medical image representations via quaternion wavelet networks. Neurocomputing Luigi Sigillo, Eleonora Grassucci, Aurelio Uncini, Danilo Comminiello
2025	—	`conf`	Generative Models for Helmholtz Equation Solutions: A Dataset of Acoustic Materials. EUSIPCO Riccardo Fosco Gramaccioni, Christian Marinoni, Fabrizio Frezza, Aurelio Uncini, Danilo Comminiello
2025	J	`jnl`	Generative Models for Helmholtz Equation Solutions: A Dataset of Acoustic Materials. CoRR Riccardo Fosco Gramaccioni, Christian Marinoni, Fabrizio Frezza, Aurelio Uncini, Danilo Comminiello
2025	A*	`conf`	Gramian Multimodal Representation Learning and Alignment. ICLR Giordano Cicchetti, Eleonora Grassucci, Luigi Sigillo, Danilo Comminiello
2025	Misc	`conf`	Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models. ICASSP Eleonora Lopez, Luigi Sigillo, Federica Colonnese, Massimo Panella, Danilo Comminiello
2025	J	`jnl`	Latent Wavelet Diffusion: Enabling 4K Image Synthesis for Free. CoRR Luigi Sigillo, Shengfeng He, Danilo Comminiello
2025	J	`jnl`	Lightweight Diffusion Models for Resource-Constrained Semantic Communication. IEEE Wirel. Commun. Lett. Eleonora Grassucci, Giovanni Pignata, Giordano Cicchetti, Danilo Comminiello
2025	J	`jnl`	Machine learning for smart water distribution systems: exploring applications, challenges and future perspectives. Artif. Intell. Rev. Redemptor Jr Laceda Taloma, Francesca Cuomo, Danilo Comminiello, Patrizio Pisani
2025	J	`jnl`	Metadata, Wavelet, and Time Aware Diffusion Models for Satellite Image Super Resolution. CoRR Luigi Sigillo, Renato Giamba, Danilo Comminiello
2025	B	`conf`	Quaternion Wavelet-Conditioned Diffusion Models for Image Super-Resolution. IJCNN Luigi Sigillo, Christian Bianchi, Aurelio Uncini, Danilo Comminiello
2025	J	`jnl`	Quaternion Wavelet-Conditioned Diffusion Models for Image Super-Resolution. CoRR Luigi Sigillo, Christian Bianchi, Aurelio Uncini, Danilo Comminiello
2025	B	`conf`	Seasonal-Trend Transformer-based Diffusion Model for Non-Intrusive Load Monitoring. IJCNN Francesco Sudoso, Redemptor Laceda Taloma, Patrizio Pisani, Danilo Comminiello
2025	J	`jnl`	Semantic Compression via Multimodal Representation Learning. CoRR Eleonora Grassucci, Giordano Cicchetti, Aurelio Uncini, Danilo Comminiello
2025	B	`conf`	StereoSync: Spatially-Aware Stereo Audio Generation from Video. IJCNN Christian Marinoni, Riccardo F. Gramaccioni, Kazuki Shimada, Takashi Shibuya, Yuki Mitsufuji, Danilo Comminiello
2025	J	`jnl`	StereoSync: Spatially-Aware Stereo Audio Generation from Video. CoRR Christian Marinoni, Riccardo Fosco Gramaccioni, Kazuki Shimada, Takashi Shibuya, Yuki Mitsufuji, Danilo Comminiello
2025	J	`jnl`	Training-Free Multimodal Guidance for Video to Audio Generation. CoRR Eleonora Grassucci, Giuliano Galadini, Giordano Cicchetti, Aurelio Uncini, Fabio Antonacci, Danilo Comminiello
2024	J	`jnl`	A Wavelet Diffusion GAN for Image Super-Resolution. CoRR Lorenzo Aloisi, Luigi Sigillo, Aurelio Uncini, Danilo Comminiello
2024	—	`conf`	Adaptive Combination in Frequency Domain: An Approach for Robust Nonlinear Acoustic Echo Cancellation. EUROCAST (2) Alireza Nezamdoust, Danilo Comminiello
2024	J	`jnl`	Attention-map augmentation for hypercomplex breast cancer classification. Pattern Recognit. Lett. Eleonora Lopez, Filippo Betello, Federico Carmignani, Eleonora Grassucci, Danilo Comminiello
2024	J	`jnl`	Concrete Dense Network for Long-Sequence Time Series Clustering. CoRR Redemptor Jr Laceda Taloma, Patrizio Pisani, Danilo Comminiello
2024	J	`jnl`	Demystifying the Hypercomplex: Inductive Biases in Hypercomplex Deep Learning. CoRR Danilo Comminiello, Eleonora Grassucci, Danilo P. Mandic, Aurelio Uncini
2024	J	`jnl`	Demystifying the Hypercomplex: Inductive biases in hypercomplex deep learning [Hypercomplex Signal and Image Processing]. IEEE Signal Process. Mag. Danilo Comminiello, Eleonora Grassucci, Danilo P. Mandic, Aurelio Uncini
2024	C	`conf`	Detecting Audio Deepfakes: Integrating CNN and BiLSTM with Multi-Feature Concatenation. IH&MMSec Taiba Majid Wani, Syed Asif Ahmad Qadri, Danilo Comminiello, Irene Amerini
2024	Misc	`conf`	Diffusion Models for Audio Semantic Communication. ICASSP Eleonora Grassucci, Christian Marinoni, Andrea Rodriguez, Danilo Comminiello
2024	Misc	`conf`	Efficient Functional Link Adaptive Filters Based On Nearest Kronecker Product Decomposition. ICASSP Alireza Nezamdoust, Mario Huemer, Aurelio Uncini, Danilo Comminiello
2024	Misc	`conf`	Enhancing Semantic Communication with Deep Generative Models: An Overview. ICASSP Eleonora Grassucci, Yuki Mitsufuji, Ping Zhang, Danilo Comminiello
2024	J	`jnl`	Generative AI Meets Semantic Communication: Evolution and Revolution of Communication Tasks. CoRR Eleonora Grassucci, Jihong Park, Sergio Barbarossa, Seong-Lyun Kim, Jinho Choi, Danilo Comminiello
2024	J	`jnl`	Gramian Multimodal Representation Learning and Alignment. CoRR Giordano Cicchetti, Eleonora Grassucci, Luigi Sigillo, Danilo Comminiello
2024	J	`jnl`	Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models. CoRR Eleonora Lopez, Luigi Sigillo, Federica Colonnese, Massimo Panella, Danilo Comminiello
2024	—	`conf`	Hierarchical Hypercomplex Network for Multimodal Emotion Recognition. MLSP Eleonora Lopez, Aurelio Uncini, Danilo Comminiello
2024	J	`jnl`	Hierarchical Hypercomplex Network for Multimodal Emotion Recognition. CoRR Eleonora Lopez, Aurelio Uncini, Danilo Comminiello
2024	J	`jnl`	JOSENet: A Joint Stream Embedding Network for Violence Detection in Surveillance Videos. CoRR Pietro Nardelli, Danilo Comminiello
2024	—	`conf`	Language-Oriented Semantic Latent Representation for Image Transmission. MLSP Giordano Cicchetti, Eleonora Grassucci, Jihong Park, Jinho Choi, Sergio Barbarossa, Danilo Comminiello
2024	J	`jnl`	Language-Oriented Semantic Latent Representation for Image Transmission. CoRR Giordano Cicchetti, Eleonora Grassucci, Jihong Park, Jinho Choi, Sergio Barbarossa, Danilo Comminiello
2024	J	`jnl`	NAF-DPM: A Nonlinear Activation-Free Diffusion Probabilistic Model for Document Enhancement. CoRR Giordano Cicchetti, Danilo Comminiello
2024	J	`jnl`	Overview of the L3DAS23 Challenge on Audio-Visual Extended Reality. CoRR Christian Marinoni, Riccardo Fosco Gramaccioni, Changan Chen, Aurelio Uncini, Danilo Comminiello
2024	J	`jnl`	PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions. IEEE Trans. Neural Networks Learn. Syst. Eleonora Grassucci, Aston Zhang, Danilo Comminiello
2024	—	`conf`	PHemoNet: A Multimodal Network for Physiological Signals. RTSI Eleonora Lopez, Aurelio Uncini, Danilo Comminiello
2024	J	`jnl`	PHemoNet: A Multimodal Network for Physiological Signals. CoRR Eleonora Lopez, Aurelio Uncini, Danilo Comminiello
2024	J	`jnl`	Rethinking Multi-User Semantic Communications with Deep Generative Models. CoRR Eleonora Grassucci, Jinho Choi, Jihong Park, Riccardo F. Gramaccioni, Giordano Cicchetti, Danilo Comminiello
2024	—	`conf`	Robust Framework for the detection of Alzheimer's Disease via analysis of Spontaneous Speech Signals. SPA Adnan Elahi, Danilo Comminiello, Sara Marceglia
2024	—	`conf`	Semantic Communication Challenges: Understanding Dos and Avoiding Don'ts. VTC Spring Jinho Choi, Jihong Park, Eleonora Grassucci, Danilo Comminiello
2024	J	`jnl`	Semantic Communication Challenges: Understanding Dos and Avoiding Don'ts. CoRR Jinho Choi, Jihong Park, Eleonora Grassucci, Danilo Comminiello
2024	B	`conf`	Ship in Sight: Diffusion Models for Ship-Image Super Resolution. IJCNN Luigi Sigillo, Riccardo Fosco Gramaccioni, Alessandro Nicolosi, Danilo Comminiello
2024	J	`jnl`	Ship in Sight: Diffusion Models for Ship-Image Super Resolution. CoRR Luigi Sigillo, Riccardo Fosco Gramaccioni, Alessandro Nicolosi, Danilo Comminiello
2024	—	`conf`	Spline Adaptive Exponential Functional Link Filter for Nonlinear Acoustic Echo Cancellation. EUSIPCO Alireza Nezamdoust, Michele Scarpiniti, Aurelio Uncini, Danilo Comminiello
2024	J	`jnl`	Stable-V2A: Synthesis of Synchronized Sound Effects with Temporal and Semantic Controls. CoRR Riccardo Fosco Gramaccioni, Christian Marinoni, Emilian Postolache, Marco Comunità, Luca Cosmo, Joshua D. Reiss, Danilo Comminiello
2024	Misc	`conf`	Syncfusion: Multimodal Onset-Synchronized Video-to-Audio Foley Synthesis. ICASSP Marco Comunità, Riccardo F. Gramaccioni, Emilian Postolache, Emanuele Rodolà, Danilo Comminiello, Joshua D. Reiss
2024	J	`jnl`	TACE: Tumor-Aware Counterfactual Explanations. CoRR Eleonora Beatrice Rossi, Eleonora Lopez, Danilo Comminiello
2024	B	`conf`	Towards Explaining Hypercomplex Neural Networks. IJCNN Eleonora Lopez, Eleonora Grassucci, Debora Capriotti, Danilo Comminiello
2024	J	`jnl`	Towards Explaining Hypercomplex Neural Networks. CoRR Eleonora Lopez, Eleonora Grassucci, Debora Capriotti, Danilo Comminiello
2024	B	`conf`	UNet-WD: Deep Learning for Multi-Appliance Water Disaggregation. IFIP Networking Redemptor Jr Laceda Taloma, Danilo Comminiello, Patrizio Pisani, Francesca Cuomo
2024	—	`conf`	β-Quaternion Centralized Fusion Estimation Problem Under First-Order Properness Conditions. RTSI José D. Jiménez-López, Rosa M. Fernández-Alcalá, Jesús Navarro-Moreno, Juan Carlos Ruiz-Molina, Eleonora Grassucci, Danilo Comminiello
2023	—	`ed.`	33rd IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2023, Rome, Italy, September 17-20, 2023 MLSP Danilo Comminiello, Michele Scarpiniti
2023	J	`jnl`	A New Class of Efficient Adaptive Filters for Online Nonlinear Modeling. IEEE Trans. Syst. Man Cybern. Syst. Danilo Comminiello, Alireza Nezamdoust, Simone Scardapane, Michele Scarpiniti, Amir Hussain, Aurelio Uncini
2023	—	`conf`	A U-Net Based Architecture for Automatic Music Transcription. MLSP Michele Scarpiniti, Edoardo Sigismondi, Danilo Comminiello, Aurelio Uncini
2023	J	`jnl`	Attention-Map Augmentation for Hypercomplex Breast Cancer Classification. CoRR Eleonora Lopez, Filippo Betello, Federico Carmignani, Eleonora Grassucci, Danilo Comminiello
2023	—	`conf`	DPPL Hallway Tracker: Hospital Contact Tracing During the COVID-19 Pandemic. SYSTEM Christian Marinoni, Valerio Ponzi, Danilo Comminiello
2023	J	`jnl`	Diffusion models for audio semantic communication. CoRR Eleonora Grassucci, Christian Marinoni, Andrea Rodriguez, Danilo Comminiello
2023	—	`conf`	Dual Quaternion Rotational and Translational Equivariance in 3D Rigid Motion Modelling. MLSP Guilherme Vieira, Eleonora Grassucci, Marcos Eduardo Valle, Danilo Comminiello
2023	J	`jnl`	Dual Quaternion Rotational and Translational Equivariance in 3D Rigid Motion Modelling. CoRR Guilherme Vieira, Eleonora Grassucci, Marcos Eduardo Valle, Danilo Comminiello
2023	J	`jnl`	Dual quaternion ambisonics array for six-degree-of-freedom acoustic representation. Pattern Recognit. Lett. Eleonora Grassucci, Gioia Mancini, Christian Brignone, Aurelio Uncini, Danilo Comminiello
2023	J	`jnl`	Enhancing Semantic Communication with Deep Generative Models - An ICASSP Special Session Overview. CoRR Eleonora Grassucci, Yuki Mitsufuji, Ping Zhang, Danilo Comminiello
2023	—	`conf`	Frequency-Domain Functional Links For Nonlinear Feedback Cancellation In Hearing Aids. ICASSP Workshops Alireza Nezamdoust, Mandar Gogate, Kia Dashtipour, Amir Hussain, Danilo Comminiello
2023	J	`jnl`	GATSY: Graph Attention Network for Music Artist Similarity. CoRR Andrea Giuseppe Di Francesco, Giuliano Giampietro, Indro Spinelli, Danilo Comminiello
2023	J	`jnl`	GROUSE: A Task and Model Agnostic Wavelet- Driven Framework for Medical Imaging. IEEE Signal Process. Lett. Eleonora Grassucci, Luigi Sigillo, Aurelio Uncini, Danilo Comminiello
2023	J	`jnl`	Generalizing Medical Image Representations via Quaternion Wavelet Networks. CoRR Luigi Sigillo, Eleonora Grassucci, Aurelio Uncini, Danilo Comminiello
2023	J	`jnl`	Generative Semantic Communication: Diffusion Models Beyond Bit Recovery. CoRR Eleonora Grassucci, Sergio Barbarossa, Danilo Comminiello
2023	—	`conf`	Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals. ICASSP Workshops Eleonora Lopez, Eleonora Chiarantano, Eleonora Grassucci, Danilo Comminiello
2023	J	`jnl`	Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals. CoRR Eleonora Lopez, Eleonora Chiarantano, Eleonora Grassucci, Danilo Comminiello
2023	J	`jnl`	Learning Speech Emotion Representations in the Quaternion Domain. IEEE ACM Trans. Audio Speech Lang. Process. Eric Guizzo, Tillman Weyde, Simone Scardapane, Danilo Comminiello
2023	Misc	`conf`	Overview of the L3DAS23 Challenge on Audio-Visual Extended Reality. ICASSP Christian Marinoni, Riccardo F. Gramaccioni, Changan Chen, Aurelio Uncini, Danilo Comminiello
2023	J	`jnl`	PHYDI: Initializing Parameterized Hypercomplex Neural Networks as Identity Functions. CoRR Matteo Mancanelli, Eleonora Grassucci, Aurelio Uncini, Danilo Comminiello
2023	—	`conf`	Phydi: Initializing Parameterized Hypercomplex Neural Networks As Identity Functions. MLSP Matteo Mancanelli, Eleonora Grassucci, Aurelio Uncini, Danilo Comminiello
2023	—	`conf`	Quaternion Anti-Transfer Learning for Speech Emotion Recognition. WASPAA Eric Guizzo, Tillman Weyde, Giacomo Tarroni, Danilo Comminiello
2023	—	`conf`	Quaternion Gated Recurrent Units for Renewable Energy: Improving Power Forecasting. ICECS Gianfranco Di Marco, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2023	—	`conf`	Quaternion Neural Networks for Multidimensional Applications: An Overview. ICECS Arturo Buscarino, Carlo Famoso, Danilo Comminiello, Luca Patané
2023	—	`conf`	Sailing the Seaformer: A Transformer-Based Model for Vessel Route Forecasting. MLSP Luigi Sigillo, Alessandro Marzilli, Daniela Moretti, Eleonora Grassucci, Claudio Greco, Danilo Comminiello
2023	J	`jnl`	Semantic Communications Based on Adaptive Generative Models and Information Bottleneck. IEEE Commun. Mag. Sergio Barbarossa, Danilo Comminiello, Eleonora Grassucci, Francesco Pezone, Stefania Sardellitti, Paolo Di Lorenzo
2023	C	`conf`	StawGAN: Structural-Aware Generative Adversarial Networks for Infrared Image Translation. ISCAS Luigi Sigillo, Eleonora Grassucci, Danilo Comminiello
2023	J	`jnl`	StawGAN: Structural-Aware Generative Adversarial Networks for Infrared Image Translation. CoRR Luigi Sigillo, Eleonora Grassucci, Danilo Comminiello
2023	J	`jnl`	SyncFusion: Multimodal Onset-synchronized Video-to-Audio Foley Synthesis. CoRR Marco Comunità, Riccardo F. Gramaccioni, Emilian Postolache, Emanuele Rodolà, Danilo Comminiello, Joshua D. Reiss
2022	B	`conf`	CoVal-SGAN: A Complex-Valued Spectral GAN architecture for the effective audio data augmentation in construction sites. IJCNN Michele Scarpiniti, Cristiano Mauri, Danilo Comminiello, Aurelio Uncini, Yong-Cheol Lee
2022	J	`jnl`	Dual Quaternion Ambisonics Array for Six-Degree-of-Freedom Acoustic Representation. CoRR Eleonora Grassucci, Gioia Mancini, Christian Brignone, Aurelio Uncini, Danilo Comminiello
2022	J	`jnl`	Efficient Sound Event Localization and Detection in the Quaternion Domain. IEEE Trans. Circuits Syst. II Express Briefs Christian Brignone, Gioia Mancini, Eleonora Grassucci, Aurelio Uncini, Danilo Comminiello
2022	B	`conf`	Hypercomplex Image- to- Image Translation. IJCNN Eleonora Grassucci, Luigi Sigillo, Aurelio Uncini, Danilo Comminiello
2022	J	`jnl`	Hypercomplex Image-to-Image Translation. CoRR Eleonora Grassucci, Luigi Sigillo, Aurelio Uncini, Danilo Comminiello
2022	Misc	`conf`	L3DAS22 Challenge: Learning 3D Audio Sources in a Real Office Environment. ICASSP Eric Guizzo, Christian Marinoni, Marco Pennese, Xinlei Ren, Xiguang Zheng, Chen Zhang, Bruno S. Masiero, Aurelio Uncini, Danilo Comminiello
2022	J	`jnl`	L3DAS22 Challenge: Learning 3D Audio Sources in a Real Office Environment. CoRR Eric Guizzo, Christian Marinoni, Marco Pennese, Xinlei Ren, Xiguang Zheng, Chen Zhang, Bruno S. Masiero, Aurelio Uncini, Danilo Comminiello
2022	J	`jnl`	Learning Speech Emotion Representations in the Quaternion Domain. CoRR Eric Guizzo, Tillman Weyde, Simone Scardapane, Danilo Comminiello
2022	J	`jnl`	Multi-View Breast Cancer Classification via Hypercomplex Neural Networks. CoRR Eleonora Lopez, Eleonora Grassucci, Martina Valleriani, Danilo Comminiello
2022	—	`conf`	Visual Odometry with Depth-Wise Separable Convolution and Quaternion Neural Networks (short paper). AIRO@AI*IA Giorgio De Magistris, Danilo Comminiello, Christian Napoli, Janusz T. Starczewski
2021	J	`jnl`	A New Class of Efficient Adaptive Filters for Online Nonlinear Modeling. CoRR Danilo Comminiello, Alireza Nezamdoust, Simone Scardapane, Michele Scarpiniti, Amir Hussain, Aurelio Uncini
2021	Misc	`conf`	A Quaternion-Valued Variational Autoencoder. ICASSP Eleonora Grassucci, Danilo Comminiello, Aurelio Uncini
2021	J	`jnl`	An Information-Theoretic Perspective on Proper Quaternion Variational Autoencoders. Entropy Eleonora Grassucci, Danilo Comminiello, Aurelio Uncini
2021	—	`conf`	L3DAS21 Challenge: Machine Learning for 3D Audio Signal Processing. MLSP Eric Guizzo, Riccardo F. Gramaccioni, Saeid Jamili, Christian Marinoni, Edoardo Massaro, Claudia Medaglia, Giuseppe Nachira, Leonardo Nucciarelli, Ludovica Paglialunga, Marco Pennese, Sveva Pepe, Enrico Rocchi, Aurelio Uncini, Danilo Comminiello
2021	J	`jnl`	L3DAS21 Challenge: Machine Learning for 3D Audio Signal Processing. CoRR Eric Guizzo, Riccardo F. Gramaccioni, Saeid Jamili, Christian Marinoni, Edoardo Massaro, Claudia Medaglia, Giuseppe Nachira, Leonardo Nucciarelli, Ludovica Paglialunga, Marco Pennese, Sveva Pepe, Enrico Rocchi, Aurelio Uncini, Danilo Comminiello
2021	J	`jnl`	Lightweight Convolutional Neural Networks By Hypercomplex Parameterization. CoRR Eleonora Grassucci, Aston Zhang, Danilo Comminiello
2021	J	`jnl`	Quaternion Generative Adversarial Networks. CoRR Eleonora Grassucci, Edoardo Cicero, Danilo Comminiello
2020	—	`ch.`	A Low-Complexity Linear-in-the-Parameters Nonlinear Filter for Distorted Speech Signals. Neural Advances in Processing Nonlinear Dynamic Signals Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Raffaele Parisi, Aurelio Uncini
2020	—	`conf`	A Wide Multimodal Dense U-Net for Fast Magnetic Resonance Imaging. EUSIPCO Antonio Falvo, Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Aurelio Uncini
2020	J	`jnl`	Compressing deep-quaternion neural networks with targeted regularisation. CAAI Trans. Intell. Technol. Riccardo Vecchi, Simone Scardapane, Danilo Comminiello, Aurelio Uncini
2020	—	`conf`	Deep Recurrent Neural Networks for Audio Classification in Construction Sites. EUSIPCO Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini, Yong-Cheol Lee
2020	Misc	`conf`	Differentiable Branching In Deep Networks for Fast Inference. ICASSP Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Enzo Baccarelli, Aurelio Uncini
2020	—	`ch.`	Learning Activation Functions from Data Using Cubic Spline Interpolation. Neural Advances in Processing Nonlinear Dynamic Signals Simone Scardapane, Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini
2020	—	`ch.`	Music Genre Classification Using Stacked Auto-Encoders. Neural Approaches to Dynamics of Signal Exchanges Michele Scarpiniti, Simone Scardapane, Danilo Comminiello, Aurelio Uncini
2020	—	`ch.`	On 4-Dimensional Hypercomplex Algebras in Adaptive Signal Processing. Neural Advances in Processing Nonlinear Dynamic Signals Francesca Ortolani, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2020	—	`conf`	Quaternion Neural Networks for 3D Sound Source Localization in Reverberant Environments. MLSP Michela Ricciardi Celsi, Simone Scardapane, Danilo Comminiello
2020	J	`jnl`	Quaternion-Valued Variational Autoencoder. CoRR Eleonora Grassucci, Danilo Comminiello, Aurelio Uncini
2020	—	`ch.`	Separation of Drum and Bass from Monaural Tracks. Neural Advances in Processing Nonlinear Dynamic Signals Michele Scarpiniti, Simone Scardapane, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2019	J	`jnl`	A Multimodal Deep Network for the Reconstruction of T2W MR Images. CoRR Antonio Falvo, Danilo Comminiello, Simone Scardapane, Giorgio Finesi, Michele Scarpiniti, Aurelio Uncini
2019	—	`conf`	A Multimodal Dense U-Net For Accelerating Multiple Sclerosis MRI. MLSP Antonio Falvo, Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Aurelio Uncini
2019	J	`jnl`	Advances in Complex Systems and Their Applications to Cybersecurity. Complex. Fernando Sánchez Lasheras, Danilo Comminiello, Alicja Krzemien
2019	J	`jnl`	Compressing deep quaternion neural networks with targeted regularization. CoRR Riccardo Vecchi, Simone Scardapane, Danilo Comminiello, Aurelio Uncini
2019	—	`conf`	Convex Combination of Spline Adaptive Filters. EUSIPCO Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini
2019	Misc	`conf`	Frequency-domain Adaptive Filtering: from Real to Hypercomplex Signal Processing. ICASSP Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini
2019	Misc	`conf`	Quaternion Convolutional Neural Networks for Detection and Localization of 3D Sound Events. ICASSP Danilo Comminiello, Marco Lella, Simone Scardapane, Aurelio Uncini
2019	J	`jnl`	Steady-State Performance of an Adaptive Combined MISO Filter Using the Multichannel Affine Projection Algorithm. Algorithms Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Aurelio Uncini
2019	J	`jnl`	Widely Linear Kernels for Complex-Valued Kernel Activation Functions. CoRR Simone Scardapane, Steven Van Vaerenbergh, Danilo Comminiello, Aurelio Uncini
2019	Misc	`conf`	Widely Linear Kernels for Complex-valued Kernel Activation Functions. ICASSP Simone Scardapane, Steven Van Vaerenbergh, Danilo Comminiello, Aurelio Uncini
2018	—	`conf`	Combined Sparse Regularization for Nonlinear Adaptive Filters. EUSIPCO Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Luis Antonio Azpicueta-Ruiz, Aurelio Uncini
2018	—	`ch.`	Effective Blind Source Separation Based on the Adam Algorithm. Multidisciplinary Approaches to Neural Computing Michele Scarpiniti, Simone Scardapane, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2018	—	`conf`	Improving Graph Convolutional Networks with Non-Parametric Activation Functions. EUSIPCO Simone Scardapane, Steven Van Vaerenbergh, Danilo Comminiello, Aurelio Uncini
2018	J	`jnl`	Improving Graph Convolutional Networks with Non-Parametric Activation Functions. CoRR Simone Scardapane, Steven Van Vaerenbergh, Danilo Comminiello, Aurelio Uncini
2018	J	`jnl`	Quaternion Convolutional Neural Networks for Detection and Localization of 3D Sound Events. CoRR Danilo Comminiello, Marco Lella, Simone Scardapane, Aurelio Uncini
2018	J	`jnl`	Recurrent Neural Networks with Flexible Gates using Kernel Activation Functions. CoRR Simone Scardapane, Steven Van Vaerenbergh, Danilo Comminiello, Simone Totaro, Aurelio Uncini
2018	—	`conf`	Recurrent Neural Networks with flexible Gates using Kernel activation Functions. MLSP Simone Scardapane, Steven Van Vaerenbergh, Danilo Comminiello, Simone Totaro, Aurelio Uncini
2018	C	`conf`	Sparse functional link adaptive filter using an ℓ ISCAS Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Aurelio Uncini
2017	—	`conf`	A Multimodal Deep Network for the Reconstruction of T2W MR Images. IIH-MSP (1) Antonio Falvo, Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Aurelio Uncini
2017	J	`jnl`	Combined nonlinear filtering architectures involving sparse functional link adaptive filters. Signal Process. Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini
2017	—	`conf`	Flexible Generative Adversarial Networks with Non-parametric Activation Functions. IIH-MSP (1) Eleonora Grassucci, Simone Scardapane, Danilo Comminiello, Aurelio Uncini
2017	J	`jnl`	Frequency domain quaternion adaptive filters: Algorithms and convergence performance. Signal Process. Francesca Ortolani, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2017	—	`conf`	Full proportionate functional link adaptive filters for nonlinear acoustic echo cancellation. EUSIPCO Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini
2017	J	`jnl`	Group sparse regularization for deep neural networks. Neurocomputing Simone Scardapane, Danilo Comminiello, Amir Hussain, Aurelio Uncini
2017	Misc	`conf`	Introducing complex functional link polynomial filters. ICASSP Alberto Carini, Danilo Comminiello
2017	—	`conf`	Quaternion Widely Linear Forecasting of Air Quality. IIH-MSP (1) Michele Scarpiniti, Danilo Comminiello, Federico Muciaccia, Aurelio Uncini
2016	—	`ch.`	A Nonlinear Acoustic Echo Canceller with Improved Tracking Capabilities. Recent Advances in Nonlinear Speech Processing Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Raffaele Parisi, Aurelio Uncini
2016	—	`conf`	A block-based combined scheme exploiting sparsity in nonlinear acoustic echo cancellation. MLSP Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini
2016	J	`jnl`	A semi-supervised random vector functional-link network based on the transductive framework. Inf. Sci. Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2016	—	`conf`	A split kernel adaptive filtering architecture for nonlinear acoustic echo cancellation. EUSIPCO Steven Van Vaerenbergh, Luis Antonio Azpicueta-Ruiz, Danilo Comminiello
2016	—	`—`	Adaptive Algorithms for Intelligent Acoustic Interfaces. Danilo Comminiello
2016	—	`ch.`	Benchmarking Functional Link Expansions for Audio Classification Tasks. Advances in Neural Networks Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini
2016	B	`conf`	Design of hybrid nonlinear spline adaptive filters for active noise control. IJCNN Vinal Patel, Danilo Comminiello, Michele Scarpiniti, Nithin V. George, Aurelio Uncini
2016	—	`conf`	Diffusion spline adaptive filtering. EUSIPCO Simone Scardapane, Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini
2016	J	`jnl`	Distributed Reservoir Computing with Sparse Readouts [Research Frontier]. IEEE Comput. Intell. Mag. Simone Scardapane, Massimo Panella, Danilo Comminiello, Amir Hussain, Aurelio Uncini
2016	J	`jnl`	Effective Blind Source Separation Based on the Adam Algorithm. CoRR Michele Scarpiniti, Simone Scardapane, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2016	—	`ch.`	Frequency-Domain Adaptive Filtering in Hypercomplex Systems. Advances in Neural Networks Francesca Ortolani, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2016	J	`jnl`	Group Sparse Regularization for Deep Neural Networks. CoRR Simone Scardapane, Danilo Comminiello, Amir Hussain, Aurelio Uncini
2016	J	`jnl`	Learning activation functions from data using cubic spline interpolation. CoRR Simone Scardapane, Michele Scarpiniti, Danilo Comminiello, Aurelio Uncini
2016	J	`jnl`	Steady-State Performance of Spline Adaptive Filters. IEEE Trans. Signal Process. Michele Scarpiniti, Danilo Comminiello, Gaetano Scarano, Raffaele Parisi, Aurelio Uncini
2016	—	`conf`	The widely linear block quaternion least mean square algorithm for fast computation in 3D audio systems. MLSP Francesca Ortolani, Danilo Comminiello, Aurelio Uncini
2015	—	`conf`	A nonlinear architecture involving a combination of proportionate functional link adaptive filters. EUSIPCO Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini
2015	B	`conf`	An interactive optimization procedure for stereophonic acoustic echo cancellation systems. IJCNN Laura Romoli, Stefania Cecchi, Francesco Piazza, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2015	B	`conf`	Functional link expansions for nonlinear modeling of audio and speech signals. IJCNN Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini
2015	J	`jnl`	Improving nonlinear modeling capabilities of functional link adaptive filters. Neural Networks Danilo Comminiello, Michele Scarpiniti, Simone Scardapane, Raffaele Parisi, Aurelio Uncini
2015	—	`ch.`	Integration of Audio and Video Clues for Source Localization by a Robotic Head. Advances in Neural Networks Raffaele Parisi, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2015	J	`jnl`	Intelligent Acoustic Interfaces With Multisensor Acquisition for Immersive Reproduction. IEEE Trans. Multim. Danilo Comminiello, Stefania Cecchi, Michele Scarpiniti, Michele Gasparini, Laura Romoli, Francesco Piazza, Aurelio Uncini
2015	—	`conf`	Learning from Distributed Data Sources Using Random Vector Functional-Link Networks. INNS Conference on Big Data Simone Scardapane, Massimo Panella, Danilo Comminiello, Aurelio Uncini
2015	J	`jnl`	Nonlinear system identification using IIR Spline Adaptive Filters. Signal Process. Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2015	J	`jnl`	Novel Cascade Spline Architectures for the Identification of Nonlinear Systems. IEEE Trans. Circuits Syst. I Regul. Pap. Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2015	—	`ch.`	Online Selection of Functional Links for Nonlinear System Identification. Advances in Neural Networks Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini
2015	J	`jnl`	Online Sequential Extreme Learning Machine With Kernels. IEEE Trans. Neural Networks Learn. Syst. Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2015	—	`ch.`	Significance-Based Pruning for Reservoir's Neurons in Echo State Networks. Advances in Neural Networks Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2014	B	`conf`	Advanced intelligent acoustic interfaces for multichannel audio reproduction. IJCNN Danilo Comminiello, Stefania Cecchi, Michele Gasparini, Michele Scarpiniti, Aurelio Uncini, Francesco Piazza
2014	B	`conf`	An effective criterion for pruning reservoir's connections in Echo State Networks. IJCNN Simone Scardapane, Gabriele Nocco, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2014	B	`conf`	GP-based kernel evolution for L2-Regularization Networks. IEEE Congress on Evolutionary Computation Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2014	J	`jnl`	Hammerstein uniform cubic spline adaptive filters: Learning and convergence properties. Signal Process. Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2014	J	`jnl`	Nonlinear Acoustic Echo Cancellation Based on Sparse Functional Link Representations. IEEE ACM Trans. Audio Speech Lang. Process. Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini
2014	—	`conf`	Novel decorrelation approach for an advanced multichannel acoustic echo cancellation system. EUSIPCO Laura Romoli, Stefania Cecchi, Danilo Comminiello, Francesco Piazza, Aurelio Uncini
2013	—	`conf`	A Preliminary Study on Transductive Extreme Learning Machines. WIRN Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2013	J	`jnl`	Combined adaptive beamforming schemes for nonstationary interfering noise reduction. Signal Process. Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini
2013	—	`conf`	Combined adaptive beamforming techniques for noise reduction in changing environments. TSP Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini
2013	C	`conf`	Convex combination of MIMO filters for multichannel acoustic echo cancellation. ISPA Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini
2013	J	`jnl`	Functional Link Adaptive Filters for Nonlinear Acoustic Echo Cancellation. IEEE Trans. Speech Audio Process. Danilo Comminiello, Michele Scarpiniti, Luis Antonio Azpicueta-Ruiz, Jerónimo Arenas-García, Aurelio Uncini
2013	—	`conf`	Interactive quality enhancement in acoustic echo cancellation. TSP Danilo Comminiello, Simone Scardapane, Michele Scarpiniti, Aurelio Uncini
2013	C	`conf`	Music classification using extreme learning machines. ISPA Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Aurelio Uncini
2013	J	`jnl`	Nonlinear spline adaptive filtering. Signal Process. Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2013	—	`conf`	Proportionate Algorithms for Blind Source Separation. WIRN Michele Scarpiniti, Danilo Comminiello, Simone Scardapane, Raffaele Parisi, Aurelio Uncini
2012	—	`conf`	A Collaborative Filter Approach to Adaptive Noise Cancellation. WIRN Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2012	—	`conf`	PM 10 Forecasting Using Kernel Adaptive Filtering: An Italian Case Study. WIRN Simone Scardapane, Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini
2011	—	`conf`	A Collaborative Approach to Time-Series Prediction. WIRN Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2011	—	`conf`	Comparison of Hammerstein and Wiener systems for nonlinear acoustic echo cancelers in reverberant environments. DSP Michele Scarpiniti, Danilo Comminiello, Raffaele Parisi, Aurelio Uncini
2010	C	`conf`	A novel affine projection algorithm for superdirective microphone array beamforming. ISCAS Danilo Comminiello, Michele Scarpiniti, Raffaele Parisi, Aurelio Uncini