Klemmer, Konstantin

8 publications

ICLRW 2025 A Joint Space-Time Encoder for Geographic Time-Series Data David Mickisch, Konstantin Klemmer, Mélisande Teng, David Rolnick

AAAI 2025 SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery Konstantin Klemmer, Esther Rolf, Caleb Robinson, Lester Mackey, Marc Rußwurm

ICLR 2024 Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks Marc Rußwurm, Konstantin Klemmer, Esther Rolf, Robin Zbinden, Devis Tuia

ICML 2024 Position: Mission Critical – Satellite Data Is a Distinct Modality in Machine Learning Esther Rolf, Konstantin Klemmer, Caleb Robinson, Hannah Kerner

AISTATS 2023 Positional Encoder Graph Neural Networks for Geographic Data Konstantin Klemmer, Nathan S. Safir, Daniel B. Neill

NeurIPSW 2023 Towards Global, General-Purpose Pretrained Geographic Location Encoders Konstantin Klemmer, Esther Rolf, Caleb Robinson, Lester Mackey, Marc Rußwurm

AAAI 2022 ReforesTree: A Dataset for Estimating Tropical Forest Carbon Stock with Deep Learning and Aerial Imagery Gyri Reiersen, David Dao, Björn Lütjens, Konstantin Klemmer, Kenza Amara, Attila Steinegger, Ce Zhang, Xiaoxiang Zhu

AAAI 2022 SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss Konstantin Klemmer, Tianlin Xu, Beatrice Acciaio, Daniel B. Neill