All publications sorted by journal and type
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Publications of type Phdthesis
2024
| Safe Deep Neural Networks, , EPFL, 2024 |
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2023
| Confidence Matters : Applications to Semantic Segmentation, , École polytechnique fédérale de Lausanne, 2023 |
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| Data-driven urban building energy modeling in Satom (CH): The energy savings potential and use of available renewable energy sources., , and , Politecnico di Torino, 2023 |
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| Generalization and Personalization of Machine Learning for Multimodal Mobile Sensing in Everyday Life, , EPFL, 2023 |
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| Interpretable Representation Learning and Evaluation for Abstractive Summarization, , École polytechnique fédérale de Lausanne, 2023 |
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| Learning and Optimization of Anticipatory Feedback Controllers for Robot Manipulation, , École Polytechnique Fédérale de Lausanne, 2023 |
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| Modeling Structured Data in Attention-based Models, , EPFL, 2023 |
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| Novel Methods For Detection And Analysis Of Atypical Aspects In Speech, , École Polytechnique Fédérale de Lausanne, 2023 |
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| On matching data and model in LF-MMI-based dysarthric speech recognition, , École polytechnique fédérale de Lausanne, 2023 |
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| Practical computational imaging by use of spatiotemporal light modulation: from simulations to applications in biological microscopy, , EPFL, 2023 |
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| Privacy-Preserving Machine Learning on Graphs, , EPFL, 2023 |
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| Sparse Autoencoders for Speech Modeling and Recognition, , École polytechnique fédérale de Lausanne, 2023 |
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| Text Representation Learning for Low Cost Natural Language Understanding, , École polytechnique fédérale de Lausanne, 2023 |
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2022
| Automatic pathological speech assessment, , École polytechnique fédérale de Lausanne, 2022 |
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| Controllability and Interpretability in Affective Speech Synthesis, , École polytechnique fédérale de Lausanne, 2022 |
[DOI] [URL] |
| Efficient Transformer-Based Speech Recognition, , École polytechnique fédérale de Lausanne, 2022 |
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| Memory of Motion for Initializing Optimization in Robotics, , École Polytechnique Fédérale de Lausanne, 2022 |
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| Stop Wasting my FLOPS: Improving the Efficiency of Deep Learning Models, , École Polytechnique Fédérale de Lausanne, 2022 |
[DOI] |
| Using synthetic fingerprint images to test the performance of an AFIS system, , Université de Lausanne, 2022 |
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2021
| Deep Learning Approaches for Auditory Perception in Robotics, , École polytechnique fédérale de Lausanne, 2021 |
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| Efficient Depth-based Deep Learning Methods for Multi-Party Pose Estimation, , École polytechnique fédérale de Lausanne, 2021 |
[DOI] |
| Explainable Phonology-based Approach for Sign Language Recognition and Assessment, , Ecole Polytechnique Fédérale de Lausanne, 2021 |
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| Gradient-based Methods for Deep Model Interpretability, , École polytechnique fédérale de Lausanne, 2021 |
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| Learning strategies and representations for intuitive robot learning from demonstration, , EPFL, 2021 |
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| Modeling and Inferring Attention between Humans or for Human-Robot Interactions, , Ecole Polytechnique Federale de Lausanne, 2021 |
[DOI] [URL] |
| Novel Methods for Incorporating Prior Knowledge for Automatic Speech Assessment, , École polytechnique fédérale de Lausanne (EPFL), 2021 |
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2020
| Accurate Nod and 3D Gaze Estimation for Social Interaction Analysis, , EDEE, EPFL, 2020 |
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| Active Illumination and Computational Methods for Temporal and Spectral Super-Resolution Microscopy, , EPFL, 2020 |
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| Context is Everything: Using a Smartphone App to Capture Young People's Drinking Behaviours, Cognitions, Environments, and Consequences, , La Trobe University, Melbourne, Australia, 2020 |
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| Deep Generative Models and Applications, and , EPFL, 2020 |
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| Detection of disguised speech in forensic science by humans and automatic systems, , Université de Lausanne Ecole des Sciences Criminelles, 2020 |
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| Discourse Phenomena in Machine Translation, , École polytechnique fédérale de Lausanne, 2020 |
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| Product of experts for robot learning from demonstration, , EPFL, 2020 |
| Robot skills learning with Riemannian manifolds : Leveraging geometry-awareness in robot learning, optimization and control, , Ecole Polytechnique Fédérale de Lausanne, 2020 |
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| Trustworthy Face Recognition: Improving Generalization of Deep Face Presentation Attack Detection, , École polytechnique fédérale de Lausanne, 2020 |
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2019
| Automated Daylighting Control System based on Sky Luminance Monitoring and Lighting Computing, , and , EPFL, 2019 |
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| Language Independent Query by Example Spoken Term Detection, , École Polytechnique Fédérale de Lausanne, 2019 |
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| Learning How To Recognize Faces in Heterogeneous Environments, , Ecole Polytechnique Federale de Lausanne, 2019 |
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| Multimodal Person Recognition in Audio-Visual Streams, , EPFL, 2019 |
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| Sparse and Low-rank Modeling for Automatic Speech Recognition, , EPFL, 2019 |
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| Trustworthy speaker recognition with minimal prior knowledge using neural networks, , Ecole polytechnique fédérale de Lausanne (EPFL), 2019 |
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2018
| Generative Models for Learning Robot Manipulation Skills from Humans, , Ecole Polytechnique Federale de Lausanne, 2018 |
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| Learning embeddings: efficient algorithms and applications, , École Polytechnique Fédérale de Lausanne, 2018 |
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| Novel Algorithms for Clustering, , École polytechnique fédérale de Lausanne, 2018 |
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| Phonetic aware techniques for Speaker Verification, , EPFL, 2018 |
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