Publications

You can find my articles on my Google scholar profile, and my PhD manuscript at the following url.

List of publications

(2024) Multiple Choice Learning for Efficient Speech Separation with Many Speakers, D. Perera, F. Derrida, T. Mariotte, G. Richard and S. Essid. International Conference on Acoustics, Speech and Signal Processing (ICASSP).

(2024) Annealed Multiple Choice Learning: Overcoming limitations of Winner-takes-all with annealing, D. Perera, V. Letzelter, T. Mariotte, A. Cortés, M. Chen, S. Essid and G. Richard. Conference on Neural Information Processing Systems (NeurIPS).

(2024) Winner-takes-all learners are geometry-aware conditional density estimators, V. Letzelter, D. Perera, C. Rommel, M. Fontaine, S. Essid, G. Richard and P. Pérez. International Conference on Machine Learning (ICML).

(2024) Invariance-based layer regularization for sound event detection, D. Perera, S. Essid, G. Richard. European signal processing conference (EUSIPCO).

(2024) Dynamical correlations in simple disorder and complex disorder liquids, Bernarda Lovrinčević, M. Požar, I. Jukić, D. Perera, A. Perera. Journal of molecular liquids.

(2022) Latent and Adversarial Data Augmentation for Sound Event Detection and Classification, D. Perera, S. Essid, G. Richard. International workshop on Detection and Classification of Acoustic Scenes and Events (DCASE).

(2022) Impact de perturbations internes sur l’entraînement de réseaux profonds pour la détection d’évènements sonores, D. Perera, S. Essid, G. Richard. Colloque Francophone de Traitement du Signal et des Images (GRETSI).