11 citations · 11 across the 4 of their papers we have counts for
4 papers
Gradient-Momentum Coupling: A Parameter-Space Proxy for Learning Progress
Samuel Blad, Martin Längkvist, Amy Loutfi
Measuring learning progress is at the core of curiosity-driven exploration, which rewards an agent for going where its model is still learning. However, the abstract notion of lear…
LAP: A Language-Aware Planning Model For Procedure Planning In Instructional Videos
Lei Shi, Victor Aregbede, Andreas Persson +3
Procedure planning requires a model to predict a sequence of actions that transform a start visual observation into a goal in instructional videos. While most existing methods rely…
Semantic Referee: A Neural-Symbolic Framework for Enhancing Geospatial Semantic Segmentation
Marjan Alirezaie, Martin Längkvist, Michael Sioutis +1
Understanding why machine learning algorithms may fail is usually the task of the human expert that uses domain knowledge and contextual information to discover systematic shortcom…
A Deep Learning Approach with an Attention Mechanism for Automatic Sleep Stage Classification
Martin Längkvist, Amy Loutfi
Automatic sleep staging is a challenging problem and state-of-the-art algorithms have not yet reached satisfactory performance to be used instead of manual scoring by a sleep techn…