Mathieu Fontaine
9 papers · 2020–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (17) 🐣 Hot Topic Early Bird
🔥
Unstoppable · Bronze
Venues
Top co-authors
Research topics
Machine Learning
(7)
Speech & Audio
(4)
Core Methods
(4)
Optimization & Theory
(3)
Synthesis
(3)
Artificial Intelligence
(2)
Bayesian & Probabilistic · Artificial Intelligence
(2)
Processing
(2)
Mathematics & Optimization
(1)
Application Areas
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Learning Paradigms
(1)
Learning Types
(1)
Optimization
(1)
Recognition
(1)
Keywords
room impulse response
(3)
speech enhancement
(3)
alpha-stable distribution
(2)
source separation
(2)
automatic speech recognition
(2)
speech dereverberation
(2)
non-negative matrix factorization
(2)
uncertainty quantification
(1)
curriculum learning
(1)
variational inference
(1)
acoustic modeling
(1)
conditional distribution estimation
(1)
multiple choice learning
(1)
probabilistic model
(1)
speaker embedding
(1)
graph convolutional network
(1)
conditional density estimation
(1)
deep learning
(1)
autoregressive model
(1)
blind source separation
(1)
Papers
MTSE: Multi-Target Speaker Extraction for Conversation Scenarios
Interspeech 2025
Unified Variational and Physics-aware Model for Room Impulse Response Estimation
Interspeech 2025
RIR-in-a-Box: Estimating Room Acoustics from 3D Mesh Data through Shoebox Approximation
Interspeech 2024
Speech dereverberation constrained on room impulse response characteristics
Interspeech 2024
Winner-takes-all learners are geometry-aware conditional density estimators
ICML 2024
Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysis
NeurIPS 2023
Direction-Aware Joint Adaptation of Neural Speech Enhancement and Recognition in Real Multiparty Conversational Environments
Interspeech 2022
Alpha-Stable Autoregressive Fast Multichannel Nonnegative Matrix Factorization for Joint Speech Enhancement and Dereverberation
Interspeech 2021
Unsupervised Robust Speech Enhancement Based on Alpha-Stable Fast Multichannel Nonnegative Matrix Factorization
Interspeech 2020