Publications and preprints

Please refer also to my google scholar page for more info.

Grazing Detection using Deep Learning and Sentinel-2 Time Series Data (AICC workshop at EurIPS 2025) – Code – Presented also at ELLIS UnConference Workshop - AI for Earth and Climate Sciences

DiffWake: A General Differentiable Wind-Farm Solver in JAX (Differentiable Systems and Scientific Machine Learning workshop at EurIPS 2025) – Code

GOMAA-Geo: GOal Modality Agnostic Active Geo-localization (NeurIPS 2024) – arXiv – Code – Also presented at the REO: Advances in Representation Learning for Earth Observation workshop at EurIPS 2025

Flexible SE(2) graph neural networks with applications to PDE surrogates (arXiv 2024) – Code & visualizations

Impacts of Color and Texture Distortions on Earth Observation Data in Deep Learning (2nd ML-for-RS Workshop at ICLR 2024)

NBS Initiative Position Paper: Embracing Nature-Based Solutions for Sustainable Development (2024) – Presented at the ECTP conference 2024

Creating and Leveraging a Synthetic Dataset of Cloud Optical Thickness Measures for Cloud Detection in MSI (Remote Sensing 2024) – arXiv – Code & Data – Also presented (oral) at the 2nd ML-for-RS Workshop at ICLR 2024 – Fun fact: ML models developed in this project have been orbiting in space, via a collaboration with Unibap and D-orbit

Fully Convolutional Networks for Dense Water Flow Intensity Prediction in Swedish Catchment Areas (SAIS 2023) – arXiv – Code – Video – Popular summary

Aerial View Localization with Reinforcement Learning: Towards Emulating Search-and-Rescue (1st ML-for-RS Workshop at ICLR 2023) – SAIS 2023 paper – ML4RS workshop paper – Code – Video

Few-shot Bioacoustic Event Detection using a Prototypical Network Ensemble with Adaptive Embedding Functions (DCASE Workshop 2022) – Code – Popular summary

Embodied Learning for Lifelong Visual Perception (arXiv 2021)

Generating Scenarios with Diverse Pedestrian Behaviors for Autonomous Vehicle Testing (CoRL 2021) – Code – Video

Reinforcement Learning for Active Visual Perception (PhD thesis 2021) – Video

Embodied Visual Active Learning for Semantic Segmentation (AAAI 2021) – arXiv – Video

Deep Reinforcement Learning for Active Human Pose Estimation (AAAI 2020) – arXiv – Code – Video 1 – Video 2 – Video 3

Semantic Synthesis of Pedestrian Locomotion (ACCV 2020) – Code – Video – Spotlight video

Domes to Drones: Self-supervised Active Triangulation for 3d Human Pose Reconstruction (NeurIPS 2019) – Code – Video

Exact Clustering of Weighted Graphs via Semidefinite Programming (JMLR 2019) – arXiv

Deep Reinforcement Learning of Region Proposal Networks for Object Detection (CVPR 2018) – Code – Video

Reinforcement Learning for Visual Object Detection (CVPR 2016)

Stray Light Compensation in Optical Systems (master thesis 2015)