Publications

Rayan Daod Nathoo*, Mikolaj Kegler*, Marko Stamenovic (2023). Two-Step Knowledge Distillation for Tiny Speech Enhancement". Under review at ICASSP 2024.

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Bryce Irvin, Marko Stamenovic, Mikolaj Kegler, Li-Chia Yang (2023). Self-Supervised Learning for Speech Enhancement through Synthesis. 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

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Gasser Elbanna, Neil Scheidwasser-Clow, Mikolaj Kegler, Pierre Beckmann, Karl El Hajal, Milos Cernak (2022). BYOL-S: Learning Self-supervised Speech Representations by Bootstrapping. HEAR: Holistic Evaluation of Audio Representations (NeurIPS 2021 Competition) - PMLR.

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Gasser Elbanna, Alice Biryukov, Neil Scheidwasser-Clow, Lara Orlandic, Pablo Mainar, Mikolaj Kegler, Pierre Beckmann, Milos Cernak (2022). Hybrid Handcrafted and Learnable Audio Representation for Analysis of Speech Under Cognitive and Physical Load. Proc. Interspeech 2022.

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Manuel Cherep, Mikolaj Kegler, Jean-Philippe Thiran, Pablo Mainar (2022). Mental Flow Estimation Through Wearable EEG. 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC).

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Mikolaj Kegler, Hugo Weissbart, Tobias Reichenbach (2022). The neural response at the fundamental frequency of speech is modulated by word-level acoustic and linguistic information. Frontiers in Neuroscience.

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Neil Scheidwasser-Clow, Mikolaj Kegler, Pierre Beckmann, Milos Cernak (2022). SERAB: A multi-lingual benchmark for speech emotion recognition. 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

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Mikolaj Kegler (2022). Computational modelling of neural mechanisms underlying natural speech perception. Thesis.

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Anirudh Kulkarni, Mikolaj Kegler, Tobias Reichenbach (2021). Effect of visual input on syllable parsing in a computational model of a neural microcircuit for speech processing. Journal of Neural Engineering.

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Pierre Beckmann*, Mikolaj Kegler*, Milos Cernak (2021). Word-Level Embeddings for Cross-Task Transfer Learning in Speech Processing. 2021 29th European Signal Processing Conference (EUSIPCO).

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Mikolaj Kegler, Tobias Reichenbach (2021). Modelling the effects of transcranial alternating current stimulation on the neural encoding of speech in noise. NeuroImage.

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Mikolaj Kegler*, Pierre Beckmann*, Milos Cernak (2020). Deep Speech Inpainting of Time-Frequency Masks. Proc. Interspeech 2020.

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Frederique Vanheusden, Mikolaj Kegler, Katie Ireland, Constantina Georga, David Simpson, Tobias Reichenbach, Steven L Bell (2020). Hearing aids do not alter cortical entrainment to speech at audible levels in mild-to-moderately hearing-impaired subjects. Frontiers in Human Neuroscience.

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Mahmoud Keshavarzi, Mikolaj Kegler, Shabnam Kadir, Tobias Reichenbach (2020). Transcranial alternating current stimulation in the theta band but not in the delta band modulates the comprehension of naturalistic speech in noise. NeuroImage.

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Octave Etard*, Mikolaj Kegler*, Chananel Braiman, Antonio Elia Forte, Tobias Reichenbach (2019). Decoding of selective attention to continuous speech from the human auditory brainstem response. NeuroImage.

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