Alert button
Picture for Mirco Ravanelli

Mirco Ravanelli

Alert button

Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets

Oct 09, 2023
Dominique Beaini, Shenyang Huang, Joao Alex Cunha, Gabriela Moisescu-Pareja, Oleksandr Dymov, Samuel Maddrell-Mander, Callum McLean, Frederik Wenkel, Luis Müller, Jama Hussein Mohamud, Ali Parviz, Michael Craig, Michał Koziarski, Jiarui Lu, Zhaocheng Zhu, Cristian Gabellini, Kerstin Klaser, Josef Dean, Cas Wognum, Maciej Sypetkowski, Guillaume Rabusseau, Reihaneh Rabbany, Jian Tang, Christopher Morris, Ioannis Koutis, Mirco Ravanelli, Guy Wolf, Prudencio Tossou, Hadrien Mary, Therence Bois, Andrew Fitzgibbon, Błażej Banaszewski, Chad Martin, Dominic Masters

Figure 1 for Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets
Figure 2 for Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets
Figure 3 for Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets
Figure 4 for Towards Foundational Models for Molecular Learning on Large-Scale Multi-Task Datasets
Viaarxiv icon

Speech Self-Supervised Representations Benchmarking: a Case for Larger Probing Heads

Aug 28, 2023
Salah Zaiem, Youcef Kemiche, Titouan Parcollet, Slim Essid, Mirco Ravanelli

Figure 1 for Speech Self-Supervised Representations Benchmarking: a Case for Larger Probing Heads
Figure 2 for Speech Self-Supervised Representations Benchmarking: a Case for Larger Probing Heads
Figure 3 for Speech Self-Supervised Representations Benchmarking: a Case for Larger Probing Heads
Figure 4 for Speech Self-Supervised Representations Benchmarking: a Case for Larger Probing Heads
Viaarxiv icon

Generalization Limits of Graph Neural Networks in Identity Effects Learning

Jun 30, 2023
Giuseppe Alessio D'Inverno, Simone Brugiapaglia, Mirco Ravanelli

Figure 1 for Generalization Limits of Graph Neural Networks in Identity Effects Learning
Figure 2 for Generalization Limits of Graph Neural Networks in Identity Effects Learning
Figure 3 for Generalization Limits of Graph Neural Networks in Identity Effects Learning
Figure 4 for Generalization Limits of Graph Neural Networks in Identity Effects Learning
Viaarxiv icon

Speech Emotion Diarization: Which Emotion Appears When?

Jun 22, 2023
Yingzhi Wang, Mirco Ravanelli, Alaa Nfissi, Alya Yacoubi

Figure 1 for Speech Emotion Diarization: Which Emotion Appears When?
Figure 2 for Speech Emotion Diarization: Which Emotion Appears When?
Figure 3 for Speech Emotion Diarization: Which Emotion Appears When?
Figure 4 for Speech Emotion Diarization: Which Emotion Appears When?
Viaarxiv icon

RescueSpeech: A German Corpus for Speech Recognition in Search and Rescue Domain

Jun 06, 2023
Sangeet Sagar, Mirco Ravanelli, Bernd Kiefer, Ivana Kruijff Korbayova, Josef van Genabith

Figure 1 for RescueSpeech: A German Corpus for Speech Recognition in Search and Rescue Domain
Figure 2 for RescueSpeech: A German Corpus for Speech Recognition in Search and Rescue Domain
Figure 3 for RescueSpeech: A German Corpus for Speech Recognition in Search and Rescue Domain
Figure 4 for RescueSpeech: A German Corpus for Speech Recognition in Search and Rescue Domain
Viaarxiv icon

Speech Self-Supervised Representation Benchmarking: Are We Doing it Right?

Jun 01, 2023
Salah Zaiem, Youcef Kemiche, Titouan Parcollet, Slim Essid, Mirco Ravanelli

Figure 1 for Speech Self-Supervised Representation Benchmarking: Are We Doing it Right?
Figure 2 for Speech Self-Supervised Representation Benchmarking: Are We Doing it Right?
Figure 3 for Speech Self-Supervised Representation Benchmarking: Are We Doing it Right?
Viaarxiv icon

Simulated Annealing in Early Layers Leads to Better Generalization

Apr 10, 2023
Amirmohammad Sarfi, Zahra Karimpour, Muawiz Chaudhary, Nasir M. Khalid, Mirco Ravanelli, Sudhir Mudur, Eugene Belilovsky

Figure 1 for Simulated Annealing in Early Layers Leads to Better Generalization
Figure 2 for Simulated Annealing in Early Layers Leads to Better Generalization
Figure 3 for Simulated Annealing in Early Layers Leads to Better Generalization
Figure 4 for Simulated Annealing in Early Layers Leads to Better Generalization
Viaarxiv icon

Posthoc Interpretation via Quantization

Mar 22, 2023
Cem Subakan, Francesco Paissan, Mirco Ravanelli

Figure 1 for Posthoc Interpretation via Quantization
Figure 2 for Posthoc Interpretation via Quantization
Figure 3 for Posthoc Interpretation via Quantization
Figure 4 for Posthoc Interpretation via Quantization
Viaarxiv icon

Fine-tuning Strategies for Faster Inference using Speech Self-Supervised Models: A Comparative Study

Mar 12, 2023
Salah Zaiem, Robin Algayres, Titouan Parcollet, Slim Essid, Mirco Ravanelli

Figure 1 for Fine-tuning Strategies for Faster Inference using Speech Self-Supervised Models: A Comparative Study
Figure 2 for Fine-tuning Strategies for Faster Inference using Speech Self-Supervised Models: A Comparative Study
Figure 3 for Fine-tuning Strategies for Faster Inference using Speech Self-Supervised Models: A Comparative Study
Viaarxiv icon