Umberto Cappellazzo
5 papers · 2023–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Machine Learning
(4)
Deep Learning
(3)
Application Areas
(3)
Learning Types · Machine Learning
(3)
Speech & Audio
(2)
Learning Types · Deep Learning
(2)
Recognition
(2)
Artificial Intelligence
(1)
Natural Language Processing
(1)
Applications
(1)
Architectures
(1)
Learning Paradigms
(1)
Synthesis
(1)
Keywords
class-incremental learning
(3)
spoken language understanding
(3)
continual learning
(3)
knowledge distillation
(2)
catastrophic forgetting
(2)
sequence-to-sequence transformer
(1)
soft assignment
(1)
contrastive learning
(1)
multimodal contrastive loss
(1)
parameter-efficient transfer learning
(1)
mixture of expert
(1)
experience replay
(1)
audio spectrogram transformer
(1)
Papers
Scaling and Enhancing LLM-based AVSR: A Sparse Mixture of Projectors Approach
Interspeech 2025
Continual Contrastive Spoken Language Understanding
ACL 2024
Efficient Fine-tuning of Audio Spectrogram Transformers via Soft Mixture of Adapters
Interspeech 2024
An Investigation of the Combination of Rehearsal and Knowledge Distillation in Continual Learning for Spoken Language Understanding
Interspeech 2023
Sequence-Level Knowledge Distillation for Class-Incremental End-to-End Spoken Language Understanding
Interspeech 2023