Umberto Cappellazzo

24 papers A 4C 1Misc 2Journal 13Unranked 3

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Dr. SHAP-AV: Decoding Relative Modality Contributions via Shapley Attribution in Audio-Visual Speech Recognition. CoRR Umberto Cappellazzo, Stavros Petridis, Maja Pantic
2025	C	`conf`	Adaptive Audio-Visual Speech Recognition via Matryoshka-Based Multimodal LLMs. ASRU Umberto Cappellazzo, Minsu Kim, Stavros Petridis
2025	J	`jnl`	Adaptive Audio-Visual Speech Recognition via Matryoshka-Based Multimodal LLMs. CoRR Umberto Cappellazzo, Minsu Kim, Stavros Petridis
2025	—	`—`	Efficient Knowledge Transfer and Adaptation for Speech and Beyond. Umberto Cappellazzo
2025	Misc	`conf`	Large Language Models are Strong Audio-Visual Speech Recognition Learners. ICASSP Umberto Cappellazzo, Minsu Kim, Honglie Chen, Pingchuan Ma, Stavros Petridis, Daniele Falavigna, Alessio Brutti, Maja Pantic
2025	J	`jnl`	Mitigating Attention Sinks and Massive Activations in Audio-Visual Speech Recognition with LLMS. CoRR Anand, Umberto Cappellazzo, Stavros Petridis, Maja Pantic
2025	J	`jnl`	MoME: Mixture of Matryoshka Experts for Audio-Visual Speech Recognition. CoRR Umberto Cappellazzo, Minsu Kim, Pingchuan Ma, Honglie Chen, Xubo Liu, Stavros Petridis, Maja Pantic
2025	J	`jnl`	Omni-AVSR: Towards Unified Multimodal Speech Recognition with Large Language Models. CoRR Umberto Cappellazzo, Xubo Liu, Pingchuan Ma, Stavros Petridis, Maja Pantic
2025	A	`conf`	Scaling and Enhancing LLM-based AVSR: A Sparse Mixture of Projectors Approach. INTERSPEECH Umberto Cappellazzo, Minsu Kim, Stavros Petridis, Daniele Falavigna, Alessio Brutti
2025	J	`jnl`	Scaling and Enhancing LLM-based AVSR: A Sparse Mixture of Projectors Approach. CoRR Umberto Cappellazzo, Minsu Kim, Stavros Petridis, Daniele Falavigna, Alessio Brutti
2024	—	`conf`	Continual Contrastive Spoken Language Understanding. ACL (Findings) Umberto Cappellazzo, Enrico Fini, Muqiao Yang, Daniele Falavigna, Alessio Brutti, Bhiksha Raj
2024	A	`conf`	Efficient Fine-tuning of Audio Spectrogram Transformers via Soft Mixture of Adapters. INTERSPEECH Umberto Cappellazzo, Daniele Falavigna, Alessio Brutti
2024	J	`jnl`	Efficient Fine-tuning of Audio Spectrogram Transformers via Soft Mixture of Adapters. CoRR Umberto Cappellazzo, Daniele Falavigna, Alessio Brutti
2024	J	`jnl`	Evaluating and Improving Continual Learning in Spoken Language Understanding. CoRR Muqiao Yang, Xiang Li, Umberto Cappellazzo, Shinji Watanabe, Bhiksha Raj
2024	Misc	`conf`	Improving Continual Learning of Acoustic Scene Classification via Mutual Information Optimization. ICASSP Muqiao Yang, Umberto Cappellazzo, Xiang Li, Bhiksha Raj
2024	J	`jnl`	Large Language Models Are Strong Audio-Visual Speech Recognition Learners. CoRR Umberto Cappellazzo, Minsu Kim, Honglie Chen, Pingchuan Ma, Stavros Petridis, Daniele Falavigna, Alessio Brutti, Maja Pantic
2024	—	`conf`	Parameter-Efficient Transfer Learning of Audio Spectrogram Transformers. MLSP Umberto Cappellazzo, Daniele Falavigna, Alessio Brutti, Mirco Ravanelli
2024	—	`conf`	Training Early-Exit Architectures for Automatic Speech Recognition: Fine-Tuning Pre-Trained Models or Training from Scratch. ICASSP Workshops George August Wright, Umberto Cappellazzo, Salah Zaiem, Desh Raj, Lucas Ondel Yang, Daniele Falavigna, Mohamed Nabih Ali, Alessio Brutti
2023	A	`conf`	An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding. INTERSPEECH Umberto Cappellazzo, Daniele Falavigna, Alessio Brutti
2023	J	`jnl`	Continual Contrastive Spoken Language Understanding. CoRR Umberto Cappellazzo, Enrico Fini, Muqiao Yang, Daniele Falavigna, Alessio Brutti, Bhiksha Raj
2023	A	`conf`	Sequence-Level Knowledge Distillation for Class-Incremental End-to-End Spoken Language Understanding. INTERSPEECH Umberto Cappellazzo, Muqiao Yang, Daniele Falavigna, Alessio Brutti
2023	J	`jnl`	Sequence-Level Knowledge Distillation for Class-Incremental End-to-End Spoken Language Understanding. CoRR Umberto Cappellazzo, Muqiao Yang, Daniele Falavigna, Alessio Brutti
2023	J	`jnl`	Training dynamic models using early exits for automatic speech recognition on resource-constrained devices. CoRR George August Wright, Umberto Cappellazzo, Salah Zaiem, Desh Raj, Lucas Ondel Yang, Daniele Falavigna, Alessio Brutti
2022	J	`jnl`	Exploring the Joint Use of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding. CoRR Umberto Cappellazzo, Daniele Falavigna, Alessio Brutti