Projects per year
Organisation profile
Organisation profile
The Machine Learning group conducts research in advancing machine learning methods and developing applications for a variety of signals and data, aiming to provide advanced AI solutions to real-world problems. The group focuses its research on learning theory and algorithms, deep learning, representation learning, learning from speech and multimodal data, and applications of machine learning.
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Collaborations from the last five years
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Profiles
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Classique - Center for Classical Communication in the Quantum Era
Popovski, P. (PI), Østergaard, J. (CoI), Pedersen, T. G. (CoI), Cornean, H. (CoI) & Larsen, K. G. (CoI)
Danish National Research Foundation
01/02/2025 → 31/01/2031
Project: Research
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Speech Enhancement using Sequence Modelling Neural Architectures and Spoken Large Language Models
Kühne, N. (PI), Tan, Z.-H. (Supervisor), Østergaard, J. (Supervisor) & Jensen, J. (Supervisor)
02/09/2024 → 31/08/2028
Project: PhD Project
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AAU Water
Lykke, A. (Project Coordinator), Quist-Jensen, C. A. (PI), Vollertsen, J. (PI), Nielsen, P. H. (PI), Larsen, K. G. (PI), Ali, A. (PI), Aschmoneit, F. J. (PI), Pomianowski, M. Z. (PI) & Wisniewski, R. (PI)
01/05/2024 → …
Project: Research
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Beam-Scanning Reflectarray with Switchable Polarization Based on Liquid Crystal at Millimeter-Wave
Aghabeyki, P., Cai, Y., Deng, G., Pedersen, G. F. & Zhang, S., Mar 2025, In: I E E E Transactions on Antennas and Propagation. 73, 3, p. 1894-1899 6 p.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile119 Downloads (Pure) -
Detecting and Defending Against Adversarial Attacks on Automatic Speech Recognition via Diffusion Models
Kühne, N. L., Kitchen, A., Jensen, M., Brøndt, M., Gonzalez, M., Biscio, C. & Tan, Z.-H., 2025, 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). p. 1-5 5 p.Research output: Contribution to book/anthology/report/conference proceeding › Article in proceeding › Research › peer-review
Open AccessFile -
Effects of Reduced Information in the Performance of Low-Frequency Sound Zones
Cadavid, J., Møller, M. B., van Waterschoot, T., Bech, S. & Østergaard, J., 2025, (Accepted/In press) In: Journal of the Audio Engineering Society.Research output: Contribution to journal › Journal article › Research › peer-review
Open Access
Datasets
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Room Impulse Responses for Low-Frequency Sound Field Control
Cadavid Tobón, J. M. (Creator), Møller, M. B. (Contributor), van Waterschoot, T. (Contributor), Bech, S. (Contributor) & Østergaard, J. (Contributor), Zenodo, 15 Jun 2024
Dataset
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Can real-ear insertion gain deviations from generic fitting prescriptions predict self-reported outcomes?
Narayanan, S. K. (Creator), Rye, P. (Creator), Piechowiak, T. (Creator), Ravn, G. (Creator), Wolff, A. (Creator), Houmøller, S. S. (Creator), Schmidt, J. H. (Creator) & Hammershøi, D. (Creator), Taylor & Francis, 7 Apr 2022
DOI: 10.6084/m9.figshare.19538156.v1, https://tandf.figshare.com/articles/journal_contribution/Can_real-ear_insertion_gain_deviations_from_generic_fitting_prescriptions_predict_self-reported_outcomes_/19538156/1
Dataset: Supplementary material
Prizes
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Best Student Paper
Cadavid Tobón, J. M. (Recipient), Møller, M. B. (Recipient), van Waterschoot, T. (Recipient), Bech, S. (Recipient) & Østergaard, J. (Recipient), 15 Jun 2024
Prize: Conference prizes
Activities
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Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations
Yadav, S. (Lecturer)
2 Sept 2024Activity: Talks and presentations › Conference presentations
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Masked Autoencoders with Multi-Window Local-Global Attention Are Better Audio Learners
Yadav, S. (Lecturer)
9 May 2024Activity: Talks and presentations › Conference presentations
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Press/Media
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Kunstig intelligens skal maksimere havvindmøllers produktion
29/04/2024
2 items of Media coverage
Press/Media: Press / Media
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Innovationsfondens fagudvalg får nye medlemmer
18/12/2023
1 item of Media coverage
Press/Media: Press / Media
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Samarbejder på tværs skal klæde os på til fremtidens smarte vandsystemer
Jessen, J. F., Andersen, A. O., Wisniewski, R., Rathore, S. S. & Kallesøe, C.
25/04/2023
2 Media contributions
Press/Media: Press / Media