Research output per year
Research output per year
Personal profile
Research interests
My research interests are in building trustworthy machine learning models with real-world data for several applications, including medical AI and Robotics. These relate to Uncertainty Estimation, Computer Vision, and Explainable AI.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Electrical Engineering, PhD, Deep Neural Networks for Marine Debris Detection in Sonar Images, Heriot-Watt University, Edinburgh
Award Date: 18-Jun-2019
Fingerprint
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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A Neuromorphic Approach to Obstacle Avoidance in Robot Manipulation
Abdelrahman, A. F., Valdenegro-Toro, M., Bennewitz, M. & Plöger, P. G., 8-Apr-2024, (E-pub ahead of print) In: International Journal of Robotics Research. 36 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile47 Downloads (Pure) -
Mapping Transformer Leveraged Embeddings for Cross-Lingual Document Representation
Tashu, T. M., Kontos, E.-R., Sabatelli, M. & Valdenegro-Toro, M., 12-Jan-2024, (Submitted) arXiv, 12 p.Research output: Working paper › Preprint › Academic
File51 Downloads (Pure) -
Overconfidence is Key: Verbalized Uncertainty Evaluation in Large Language and Vision-Language Models
Groot, T. & Valdenegro-Toro, M., 5-May-2024, (Accepted/In press) Proceedings of TrustNLP Workshop @ NAACL 2024.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile33 Downloads (Pure) -
Transferring BCI models from calibration to control: Observing shifts in EEG features
de Jong, I. P., van den Wittenboer, L. L., Valdenegro-Toro, M. & Sburlea, A. I., 14-Mar-2024, (Submitted) arXiv, 6 p.Research output: Working paper › Preprint › Academic
File19 Downloads (Pure) -
Uncertainty Quantification for cross-subject Motor Imagery classification
Manivannan, P., de Jong, I. P., Valdenegro-Toro, M. & Sburlea, A. I., 14-Mar-2024, (Submitted) arXiv, 6 p.Research output: Working paper › Preprint › Academic
File34 Downloads (Pure)
Activities
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ENLIGHT BIP Course "Deep Learning for Forestry"
Valdenegro Toro, M. (Organiser), de Jong, I. (Contributor), Sburlea, A. (Organiser), Mansilla Ovejero, N. (Organiser), Zullich, M. (Contributor), Taveau, J.-C. (Organiser), Fehrmann, L. (Organiser) & Nölke, N. (Please select a role)
19-Jan-2024 → 22-Mar-2024Activity: Organising and attending an event › Organising and contributing to an event › Academic
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Uncertainty in Machine Learning
Valdenegro Toro, M. (Speaker)
4-Apr-2024Activity: Talk and presentation › Professional or public presentation › Professional
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German Research Center for Artificial Intelligence, Bremen
Valdenegro Toro, M. (Visiting researcher), Sburlea, A. (Visiting researcher), Mohades Kasaei, H. (Visiting researcher), Jaeger, H. (Visiting researcher) & de Jong, I. (Visiting researcher)
2-Feb-2024Activity: Visiting an external institution › Academic
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ENLIGHT BIP Course "Deep Learning for Forestry"
Valdenegro Toro, M. (Lecturer)
20-Jan-2023 → 31-Mar-2023Activity: Examination, teaching and supervision › Examination, teaching and supervision external institution › Academic
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Towards Robust Motor Attempt BCI control
de Jong, I. (Speaker), Valdenegro Toro, M. (Contributor) & Sburlea, A. (Contributor)
17-Oct-2023Activity: Talk and presentation › Academic presentation › Academic
Datasets
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Japanese Uncertain Scenes Dataset
Valdenegro Toro, M. (Creator) & Groot, T. (Contributor), University of Groningen, 28-May-2024
https://github.com/ML-RUG/jus-dataset
Dataset
Press/Media
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Participation in Podcast "Hacia Afuera"
06/01/2023
1 Media contribution
Press/Media: Public Engagement Activities › Professional
Prizes
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Best Reviewer at International Conference on Machine Learning
Valdenegro Toro, M. (Recipient), 23-Jul-2024
Prize › Academic
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Best Reviewer at LatinX in AI Workshop @ International Conference on Machine Learning
Valdenegro Toro, M. (Recipient), 24-Jul-2023
Prize: National/international honour › Academic
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Highlighted Reviewer at International Conference on Learning Representations 2022
Valdenegro Toro, M. (Recipient), 25-Apr-2022
Prize: National/international honour › Academic
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Top Reviewer at Neural Processing Information Systems (NeurIPS)
Valdenegro Toro, M. (Recipient), 29-Nov-2022
Prize: National/international honour › Academic