| 2025 | ACL | MISP-Meeting: A Real-World Dataset with Multimodal Cues for Long-form Meeting Transcription and Summarization. | HangChen HangChen, Chao-Han Huck Yang, Jia-Chen Gu, Sabato Marco Siniscalchi, Jun Du |
| 2025 | ICASSP | voc2vec: A Foundation Model for Non-Verbal Vocalization. | Alkis Koudounas, Moreno La Quatra, Sabato Marco Siniscalchi, Elena Baralis |
| 2025 | ICASSP | An Explicit Consistency-Preserving Loss Function for Phase Reconstruction and Speech Enhancement. | Pin-Jui Ku, Chun-Wei Ho, Hao Yen, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2025 | ICASSP | MSEMG: Surface Electromyography Denoising with a Mamba-based Efficient Network. | Yu-Tung Liu, Kuan-Chen Wang, Rong Chao, Sabato Marco Siniscalchi, Ping-Cheng Yeh, Yu Tsao |
| 2025 | ICASSP | Bilingual Dual-Head Deep Model for Parkinson's Disease Detection from Speech. | Moreno La Quatra, Juan Rafael Orozco-Arroyave, Sabato Marco Siniscalchi |
| 2025 | ICASSP | A Study on Zero-shot Non-intrusive Speech Assessment using Large Language Models. | Ryandhimas E. Zezario, Sabato Marco Siniscalchi, Hsin-Min Wang, Yu Tsao |
| 2025 | Interspeech | Synchronous analysis of abnormal acoustic and linguistic production in Parkinson's speech. | Daniel Escobar-Grisales, Cristian David Ros-Urrego, Sabato Marco Siniscalchi, Adolfo M. Garca, Yamile Bocanegra, Leonardo Moreno, Elmar Nth, Juan Rafael Orozco-Arroyave |
| 2025 | Interspeech | The Multimodal Information Based Speech Processing (MISP) 2025 Challenge: Audio-Visual Diarization and Recognition. | Ming Gao, Shilong Wu, Hang Chen, Jun Du, Chin-Hui Lee, Shinji Watanabe, Jingdong Chen, Sabato Marco Siniscalchi, Odette Scharenborg |
| 2025 | Interspeech | MVP: Multi-source Voice Pathology detection. | Alkis Koudounas, Moreno La Quatra, Gabriele Ciravegna, Marco Fantini, Erika Crosetti, Giovanni Succo, Tania Cerquitelli, Sabato Marco Siniscalchi, Elena Baralis |
| 2025 | Interspeech | "KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language Understanding. | Alkis Koudounas, Moreno La Quatra, Eliana Pastor, Sabato Marco Siniscalchi, Elena Baralis |
| 2025 | Interspeech | From KAN to GR-KAN: Advancing Speech Enhancement with KAN-Based Methodology. | Haoyang Li, Yuchen Hu, Chen Chen, Sabato Marco Siniscalchi, Songting Liu, Eng Siong Chng |
| 2025 | Interspeech | Exploring Generative Error Correction for Dysarthric Speech Recognition. | Moreno La Quatra, Alkis Koudounas, Valerio Mario Salerno, Sabato Marco Siniscalchi |
| 2025 | Interspeech | Feature Importance across Domains for Improving Non-Intrusive Speech Intelligibility Prediction in Hearing Aids. | Ryandhimas E. Zezario, Sabato Marco Siniscalchi, Fei Chen, Hsin-Min Wang, Yu Tsao |
| 2024 | COLING | Speech Analysis of Language Varieties in Italy. | Moreno La Quatra, Alkis Koudounas, Elena Baralis, Sabato Marco Siniscalchi |
| 2024 | ICASSP | Summary on the Multimodal Information-Based Speech Processing (MISP) 2023 Challenge. | Hang Chen, Shilong Wu, Chenxi Wang, Jun Du, Chin-Hui Lee, Sabato Marco Siniscalchi, Shinji Watanabe, Jingdong Chen, Odette Scharenborg, Zhong-Qiu Wang, Bao-Cai Yin, Jia Pan |
| 2024 | ICASSP | Benchmarking Representations for Speech, Music, and Acoustic Events. | Moreno La Quatra, Alkis Koudounas, Lorenzo Vaiani, Elena Baralis, Luca Cagliero, Paolo Garza, Sabato Marco Siniscalchi |
| 2024 | ICASSP | The Multimodal Information Based Speech Processing (MISP) 2023 Challenge: Audio-Visual Target Speaker Extraction. | Shilong Wu, Chenxi Wang, Hang Chen, Yusheng Dai, Chenyue Zhang, Ruoyu Wang, Hongbo Lan, Jun Du, Chin-Hui Lee, Jingdong Chen, Sabato Marco Siniscalchi, Odette Scharenborg, Zhong-Qiu Wang, Jia Pan, Jianqing Gao |
| 2024 | ICASSP | Boosting End-to-End Multilingual Phoneme Recognition Through Exploiting Universal Speech Attributes Constraints. | Hao Yen, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2024 | ICLR | It's Never Too Late: Fusing Acoustic Information into Large Language Models for Automatic Speech Recognition. | Chen Chen, Ruizhe Li, Yuchen Hu, Sabato Marco Siniscalchi, Pin-Yu Chen, Engsiong Chng, Chao-Han Huck Yang |
| 2024 | Interspeech | Exploiting Foundation Models and Speech Enhancement for Parkinson's Disease Detection from Speech in Real-World Operative Conditions. | Moreno La Quatra, Maria Francesca Turco, Torbjrn Svendsen, Giampiero Salvi, Juan Rafael Orozco-Arroyave, Sabato Marco Siniscalchi |
| 2024 | Interspeech | Language-Universal Speech Attributes Modeling for Zero-Shot Multilingual Spoken Keyword Recognition. | Hao Yen, Pin-Jui Ku, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2024 | MMSP | Exploiting Consistency-Preserving Loss and Perceptual Contrast Stretching to Boost SSL-Based Speech Enhancement. | Muhammad Salman Khan, Moreno La Quatra, Kuo-Hsuan Hung, Szu-Wei Fu, Sabato Marco Siniscalchi, Yu Tsao |
| 2023 | ICASSP | Summary on the Multimodal Information Based Speech Processing (MISP) 2022 Challenge. | Hang Chen, Shilong Wu, Yusheng Dai, Zhe Wang, Jun Du, Chin-Hui Lee, Jingdong Chen, Shinji Watanabe, Sabato Marco Siniscalchi, Odette Scharenborg, Diyuan Liu, Bao-Cai Yin, Jia Pan, Jianqing Gao, Cong Liu |
| 2023 | ICASSP | The Multimodal Information Based Speech Processing (Misp) 2022 Challenge: Audio-Visual Diarization And Recognition. | Zhe Wang, Shilong Wu, Hang Chen, Mao-Kui He, Jun Du, Chin-Hui Lee, Jingdong Chen, Shinji Watanabe, Sabato Marco Siniscalchi, Odette Scharenborg, Diyuan Liu, Baocai Yin, Jia Pan, Jianqing Gao, Cong Liu |
| 2023 | ICASSP | A Quantum Kernel Learning Approach to Acoustic Modeling for Spoken Command Recognition. | Chao-Han Huck Yang, Bo Li, Yu Zhang, Nanxin Chen, Tara N. Sainath, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2023 | Interspeech | Differentially Private Adapters for Parameter Efficient Acoustic Modeling. | Chun-Wei Ho, Chao-Han Huck Yang, Sabato Marco Siniscalchi |
| 2023 | Interspeech | A Multi-dimensional Deep Structured State Space Approach to Speech Enhancement Using Small-footprint Models. | Pin-Jui Ku, Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2023 | Interspeech | Description and analysis of the KPT system for NIST Language Recognition Evaluation 2022. | Salvatore Sarni, Sandro Cumani, Sabato Marco Siniscalchi, Andrea Bottino |
| 2023 | Interspeech | Neural Model Reprogramming with Similarity Based Mapping for Low-Resource Spoken Command Recognition. | Hao Yen, Pin-Jui Ku, Chao-Han Huck Yang, Hu Hu, Sabato Marco Siniscalchi, Pin-Yu Chen, Yu Tsao |
| 2022 | BMVC | Hierarchical Residual Learning Based Vector Quantized Variational Autoencoder for Image Reconstruction and Generation. | Mohammad Adiban, Kalin Stefanov, Sabato Marco Siniscalchi, Giampiero Salvi |
| 2022 | ICASSP | The First Multimodal Information Based Speech Processing (Misp) Challenge: Data, Tasks, Baselines And Results. | Hang Chen, Hengshun Zhou, Jun Du, Chin-Hui Lee, Jingdong Chen, Shinji Watanabe, Sabato Marco Siniscalchi, Odette Scharenborg, Diyuan Liu, Bao-Cai Yin, Jia Pan, Jianqing Gao, Cong Liu |
| 2022 | ICASSP | A Variational Bayesian Approach to Learning Latent Variables for Acoustic Knowledge Transfer. | Hu Hu, Sabato Marco Siniscalchi, Chao-Han Huck Yang, Chin-Hui Lee |
| 2022 | Interspeech | Audio-Visual Speech Recognition in MISP2021 Challenge: Dataset Release and Deep Analysis. | Hang Chen, Jun Du, Yusheng Dai, Chin-Hui Lee, Sabato Marco Siniscalchi, Shinji Watanabe, Odette Scharenborg, Jingdong Chen, Baocai Yin, Jia Pan |
| 2022 | Interspeech | Audio-Visual Wake Word Spotting in MISP2021 Challenge: Dataset Release and Deep Analysis. | Hengshun Zhou, Jun Du, Gongzhen Zou, Zhaoxu Nian, Chin-Hui Lee, Sabato Marco Siniscalchi, Shinji Watanabe, Odette Scharenborg, Jingdong Chen, Shifu Xiong, Jianqing Gao |
| 2021 | ICASSP | A Two-Stage Approach to Device-Robust Acoustic Scene Classification. | Hu Hu, Chao-Han Huck Yang, Xianjun Xia, Xue Bai, Xin Tang, Yajian Wang, Shutong Niu, Li Chai, Juanjuan Li, Hongning Zhu, Feng Bao, Yuanjun Zhao, Sabato Marco Siniscalchi, Yannan Wang, Jun Du, Chin-Hui Lee |
| 2021 | ICASSP | A Two-Stage Deep Modeling Approach to Articulatory Inversion. | Abdolreza Sabzi Shahrebabaki, Negar Olfati, Ali Shariq Imran, Magne Hallstein Johnsen, Sabato Marco Siniscalchi, Torbjrn Svendsen |
| 2021 | ICASSP | Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition. | Chao-Han Huck Yang, Jun Qi, Samuel Yen-Chi Chen, Pin-Yu Chen, Sabato Marco Siniscalchi, Xiaoli Ma, Chin-Hui Lee |
| 2021 | Interspeech | Raw Speech-to-Articulatory Inversion by Temporal Filtering and Decimation. | Abdolreza Sabzi Shahrebabaki, Sabato Marco Siniscalchi, Torbjrn Svendsen |
| 2021 | Interspeech | PATE-AAE: Incorporating Adversarial Autoencoder into Private Aggregation of Teacher Ensembles for Spoken Command Classification. | Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2021 | ISCAS | A DNN Based Speech Enhancement Approach to Noise Robust Acoustic-to-Articulatory Inversion. | Abdolreza Sabzi Shahrebabaki, Sabato Marco Siniscalchi, Giampiero Salvi, Torbjrn Svendsen |
| 2020 | CISS | Performance Analysis for Tensor-Train Decomposition to Deep Neural Network Based Vector-to-Vector Regression. | Jun Qi, Xiaoli Ma, Chin-Hui Lee, Jun Du, Sabato Marco Siniscalchi |
| 2020 | ICASSP | Tensor-To-Vector Regression for Multi-Channel Speech Enhancement Based on Tensor-Train Network. | Jun Qi, Hu Hu, Yannan Wang, Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2020 | ICASSP | A Cross-Task Transfer Learning Approach to Adapting Deep Speech Enhancement Models to Unseen Background Noise Using Paired Senone Classifiers. | Sicheng Wang, Wei Li, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2020 | Interspeech | An Acoustic Segment Model Based Segment Unit Selection Approach to Acoustic Scene Classification with Partial Utterances. | Hu Hu, Sabato Marco Siniscalchi, Yannan Wang, Xue Bai, Jun Du, Chin-Hui Lee |
| 2020 | Interspeech | Relational Teacher Student Learning with Neural Label Embedding for Device Adaptation in Acoustic Scene Classification. | Hu Hu, Sabato Marco Siniscalchi, Yannan Wang, Chin-Hui Lee |
| 2020 | Interspeech | Exploring Deep Hybrid Tensor-to-Vector Network Architectures for Regression Based Speech Enhancement. | Jun Qi, Hu Hu, Yannan Wang, Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2020 | Interspeech | Transfer Learning of Articulatory Information Through Phone Information. | Abdolreza Sabzi Shahrebabaki, Negar Olfati, Sabato Marco Siniscalchi, Giampiero Salvi, Torbjrn Svendsen |
| 2020 | Interspeech | Sequence-to-Sequence Articulatory Inversion Through Time Convolution of Sub-Band Frequency Signals. | Abdolreza Sabzi Shahrebabaki, Sabato Marco Siniscalchi, Giampiero Salvi, Torbjrn Svendsen |
| 2019 | ICASSP | Exploring Retraining-free Speech Recognition for Intra-sentential Code-switching. | Zhen Huang, Xiaodan Zhuang, Daben Liu, Xiaoqiang Xiao, Yuchen Zhang, Sabato Marco Siniscalchi |
| 2019 | ICASSP | Improving Audio-visual Speech Recognition Performance with Cross-modal Student-teacher Training. | Wei Li, Sicheng Wang, Ming Lei, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2019 | Interspeech | A Phonetic-Level Analysis of Different Input Features for Articulatory Inversion. | Abdolreza Sabzi Shahrebabaki, Negar Olfati, Ali Shariq Imran, Sabato Marco Siniscalchi, Torbjrn Svendsen |
| 2018 | ICASSP | Improving Mandarin Tone Mispronunciation Detection for Non-Native Learners with Soft-Target Tone Labels and BLSTM-Based Deep Models. | Wei Li, Nancy F. Chen, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2017 | ICASSP | A transfer learning and progressive stacking approach to reducing deep model sizes with an application to speech enhancement. | Sicheng Wang, Kehuang Li, Zhen Huang, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2017 | Interspeech | Joint Training of Multi-Channel-Condition Dereverberation and Acoustic Modeling of Microphone Array Speech for Robust Distant Speech Recognition. | Fengpei Ge, Kehuang Li, Bo Wu, Sabato Marco Siniscalchi, Yonghong Yan, Chin-Hui Lee |
| 2017 | Interspeech | Improving Mispronunciation Detection for Non-Native Learners with Multisource Information and LSTM-Based Deep Models. | Wei Li, Nancy F. Chen, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2016 | ICASSP | Improving non-native mispronunciation detection and enriching diagnostic feedback with DNN-based speech attribute modeling. | Wei Li, Sabato Marco Siniscalchi, Nancy F. Chen, Chin-Hui Lee |
| 2016 | Interspeech | Detecting Mispronunciations of L2 Learners and Providing Corrective Feedback Using Knowledge-Guided and Data-Driven Decision Trees. | Wei Li, Kehuang Li, Sabato Marco Siniscalchi, Nancy F. Chen, Chin-Hui Lee |
| 2015 | Interspeech | Boosting universal speech attributes classification with deep neural network for foreign accent characterization. | Ville Hautamki, Sabato Marco Siniscalchi, Hamid Behravan, Valerio Mario Salerno, Ivan Kukanov |
| 2015 | Interspeech | Rapid adaptation for deep neural networks through multi-task learning. | Zhen Huang, Jinyu Li, Sabato Marco Siniscalchi, I-Fan Chen, Ji Wu, Chin-Hui Lee |
| 2015 | Interspeech | Maximum a posteriori adaptation of network parameters in deep models. | Zhen Huang, Sabato Marco Siniscalchi, I-Fan Chen, Jinyu Li, Jiadong Wu, Chin-Hui Lee |
| 2014 | ICASSP | Introducing attribute features to foreign accent recognition. | Hamid Behravan, Ville Hautamki, Sabato Marco Siniscalchi, Tomi Kinnunen, Chin-Hui Lee |
| 2014 | ICASSP | Attribute based lattice rescoring in spontaneous speech recognition. | I-Fan Chen, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2014 | Interspeech | Dialect levelling in Finnish: a universal speech attribute approach. | Hamid Behravan, Ville Hautamki, Sabato Marco Siniscalchi, Elie Khoury, Tommi Kurki, Tomi Kinnunen, Chin-Hui Lee |
| 2014 | Interspeech | Feature space maximum a posteriori linear regression for adaptation of deep neural networks. | Zhen Huang, Jinyu Li, Sabato Marco Siniscalchi, I-Fan Chen, Chao Weng, Chin-Hui Lee |
| 2013 | Interspeech | Knowledge integration for improving performance in LVCSR. | Chen-Yu Chiang, Sabato Marco Siniscalchi, Sin-Horng Chen, Chin-Hui Lee |
| 2012 | ICASSP | Boosting attribute and phone estimation accuracies with deep neural networks for detection-based speech recognition. | Dong Yu, Sabato Marco Siniscalchi, Li Deng, Chin-Hui Lee |
| 2012 | Interspeech | Consumer-level multimedia event detection through unsupervised audio signal modeling. | Byungki Byun, Ilseo Kim, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2012 | Interspeech | Hermitian based Hidden Activation Functions for Adaptation of Hybrid HMM/ANN Models. | Sabato Marco Siniscalchi, Jinyu Li, Chin-Hui Lee |
| 2011 | ASRU | Bootstrapping a spoken language identification system using unsupervised integrated sensing and processing decision trees. | Shuai Huang, Damianos Karakos, Glen A. Coppersmith, Kenneth Ward Church, Sabato Marco Siniscalchi |
| 2011 | Interspeech | A Bottom-Up Stepwise Knowledge-Integration Approach to Large Vocabulary Continuous Speech Recognition Using Weighted Finite State Machines. | Sabato Marco Siniscalchi, Torbjrn Svendsen, Chin-Hui Lee |
| 2010 | ICASSP | Experimental studies on continuous speech recognition using neural architectures with "adaptive" hidden activation functions. | Sabato Marco Siniscalchi, Torbjrn Svendsen, Filippo Sorbello, Chin-Hui Lee |
| 2010 | Interspeech | Exploiting context-dependency and acoustic resolution of universal speech attribute models in spoken language recognition. | Sabato Marco Siniscalchi, Jeremy Reed, Torbjrn Svendsen, Chin-Hui Lee |
| 2009 | ICASSP | A phonetic feature based lattice rescoring approach to LVCSR. | Sabato Marco Siniscalchi, Torbjrn Svendsen, Chin-Hui Lee |
| 2009 | Interspeech | Exploring universal attribute characterization of spoken languages for spoken language recognition. | Sabato Marco Siniscalchi, Jeremy Reed, Torbjrn Svendsen, Chin-Hui Lee |
| 2008 | ICASSP | Toward a detector-based universal phone recognizer. | Sabato Marco Siniscalchi, Torbjrn Svendsen, Chin-Hui Lee |
| 2008 | Interspeech | Continuous phone recognition without target language training data. | Dau-Cheng Lyu, Sabato Marco Siniscalchi, Tae-Yoon Kim, Chin-Hui Lee |
| 2008 | Interspeech | A penalized logistic regression approach to detection based phone classification. | Sabato Marco Siniscalchi, Torbjrn Svendsen, Chin-Hui Lee |
| 2007 | ASRU | Towards bottom-up continuous phone recognition. | Sabato Marco Siniscalchi, Torbjrn Svendsen, Chin-Hui Lee |
| 2007 | ICASSP | Approximate Test Risk Minimization Through Soft Margin Estimation. | Jinyu Li, Sabato Marco Siniscalchi, Chin-Hui Lee |
| 2007 | ICASSP | High-Accuracy Phone Recognition By Combining High-Performance Lattice Generation and Knowledge Based Rescoring. | Sabato Marco Siniscalchi, Petr Schwarz, Chin-Hui Lee |
| 2007 | Interspeech | Detection-based ASR in the automatic speech attribute transcription project. | Ilana Bromberg, Qian Qian, Jun Hou, Jinyu Li, Chengyuan Ma, Brett Matthews, Antonio Moreno-Daniel, Jeremy Morris, Sabato Marco Siniscalchi, Yu Tsao, Yu Wang |
| 2006 | ICASSP | Noise Robust Aurora-2 Speech Recognition Employing a Codebook-Constrained Kalman Filter Preprocessor. | Venkatesh Krishnan, Sabato Marco Siniscalchi, David V. Anderson, Mark A. Clements |
| 2006 | ICASSP | A Study of Perceptron Mapping Capability to Design Speech Event Detectors. | Sabato Marco Siniscalchi, Mark A. Clements, Antonio Gentile, Giorgio Vassallo, Filippo Sorbello |
| 2006 | Interspeech | A study on lattice rescoring with knowledge scores for automatic speech recognition. | Sabato Marco Siniscalchi, Jinyu Li, Chin-Hui Lee |
| 2004 | DSD | Efficient Rapid Prototyping of Image and Video Processing Algorithms. | Salvatore Vitabile, Antonio Gentile, Sabato Marco Siniscalchi, Filippo Sorbello |
| 2002 | ECAI | MIP: A New Hybrid Multi-Agent Architecture for the Coordination of a Robot Colony Activities. | Antonio Chella, Rosario Sorbello, Sabato Marco Siniscalchi, Salvatore Vitabile |