Personal profile
Research interests
artificial intelligence, machine learning, causal inference, remote sensing, Earth system science, sustainable agriculture, food security
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Collaborations and top research areas from the last five years
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Causal machine learning methods for understanding land use and land cover change
Eigenbrod, F., Alexander, P., Apfel, N., Athanasiadis, I. N., Berger, T., Bullock, J. M., Duveiller, G., Equihua, J., Menezes, I., Moreira, R., Paudel, D., Sitokonstantinou, V., Reichstein, M., Willcock, S. & Woodman, T., Jan 2026, In: Landscape Ecology. 41, 25.Research output: Contribution to journal › Article › Academic › peer-review
Open Access -
Cloud gap-filling with deep learning for improved grassland monitoring
Tsardanidis, I., Koukos, A., Sitokonstantinou, V., Drivas, T. & Kontoes, C., Mar 2025, In: Computers and Electronics in Agriculture. 230, 109732.Research output: Contribution to journal › Article › Academic › peer-review
Open Access5 Link opens in a new tab Citations (Scopus) -
Dimensionality Reduction for Remote Sensing Data Analysis: A Systematic Review of Methods and Applications
Mankovich, N., Cohrs, K.-H., Durand, H., Sitokonstantinou, V., Williams, T. & Camps-Valls, G., 21 Oct 2025, arXiv, 29 p.Research output: Working paper › Preprint
Open Access -
Large language models for causal hypothesis generation in science
Cohrs, K. H., Diaz, E., Sitokonstantinou, V., Varando, G. & Camps-Valls, G., 31 Mar 2025, In: Machine Learning: Science and Technology. 6, 1, 013001.Research output: Contribution to journal › Article › Academic › peer-review
Open Access8 Link opens in a new tab Citations (Scopus) -
Positive-Unlabeled Learning for Control Group Construction in Observational Causal Inference
Tsoumas, I., Bormpoudakis, D., Sitokonstantinou, V., Askitopoulos, A., Kontoes, C. & Athanasiadis, I. N., 19 Jul 2025, arXiv, 17 p.Research output: Working paper › Preprint
Open Access
Activities
- 1 Oral presentation
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CY-Bench: A comprehensive benchmark dataset for sub-national crop yield forecasting
Kallenberg, M. (Speaker), Paudel, D. (Contributor), Ofori-Ampofo, S. (Contributor), Baja, H. (Contributor), van Bree, R. (Contributor), Potze, A. (Contributor), Poudel, P. (Contributor), Saleh, A. (Contributor), Anderson, W. (Contributor), von Bloh, M. (Contributor), Castellano, A. (Contributor), Ennaji, O. (Contributor), Hamed, R. (Contributor), Laudien, R. (Contributor), Lee, D. (Contributor), Luna, I. (Contributor), Masiliunas, D. (Contributor), Meroni, M. (Contributor), Mutuku, J. M. (Contributor), Mkuhlani, S. (Contributor), Richetti, J. (Contributor), Ruane, A. C. (Contributor), Sahajpal, R. (Contributor), Shuai, G. (Contributor), Sitokonstantinou, V. (Contributor), de Souza Noia Junior, R. (Contributor), Srivastava, A. K. (Contributor), Strong, R. (Contributor), Sweet, L. (Contributor), Vojnović, P. (Contributor), de Wit, A. (Contributor), Zachow, M. (Contributor) & Athanasiadis, I. (Contributor)
2 Apr 2025Activity: Talk/presentation/lecture › Oral presentation › Academic
Projects
- 1 Active
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Causal Machine Learning for sustainable smallholder farming in Africa
Quintero Puentes, D. (PhD candidate), Athanasiadis, I. (Promotor) & Sitokonstantinou, V. (Co-promotor)
1/04/25 → …
Project: PhD