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Dive into the research topics where Jhony Heriberto Giraldo Zuluaga is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Subgraph Gaussian Embedding Contrast for Self-supervised Graph Representation Learning
Xie, S., Einizade, A. & Giraldo, J. H., 1 Jan 2026, Machine Learning and Knowledge Discovery in Databases. Research Track - European Conference, ECML PKDD 2025, Proceedings. Ribeiro, R. P., Soares, C., Gama, J., Pfahringer, B., Japkowicz, N., Larrañaga, P., Jorge, A. M. & Abreu, P. H. (eds.). Springer Science and Business Media Deutschland GmbH, p. 430-447 18 p. (Lecture Notes in Computer Science; vol. 16018 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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TEP-ones: A simple yet effective approach for transferability estimation of pruned backbones
Spadaro, G., Bragagnolo, A., Renzulli, R., Grangetto, M., Giraldo, J. H., Fiandrotti, A. & Tartaglione, E., 1 Mar 2026, In: Neurocomputing. 668, 132209.Research output: Contribution to journal › Article › peer-review
Open Access -
A Fused Gromov-Wasserstein Approach to Subgraph Contrastive Learning
Sangare, A. S., Dunou, N., Giraldo, J. H. & Malliaros, F. D., 1 Jan 2025, In: Transactions on Machine Learning Research. 2025Research output: Contribution to journal › Article › peer-review
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A Transductive and Inductive GNNs for Physical Moving Objects Detection in Surface Scenes for Digital Twins
Prummel, W., Giraldo, J., Subudhi, B. N., Zakharova, A. & Bouwmans, T., 1 Jan 2025, Digital Twins and Simulation Technology: Concepts and Applications. CRC Press, p. 133-149 17 p.Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review
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CATALOG: A Camera Trap Language-Guided Contrastive Learning Model
Santamaria, J. D., Isaza, C. & Giraldo, J. H., 1 Jan 2025, Proceedings - 2025 IEEE Winter Conference on Applications of Computer Vision, WACV 2025. Institute of Electrical and Electronics Engineers Inc., p. 1197-1206 10 p. (Proceedings - 2025 IEEE Winter Conference on Applications of Computer Vision, WACV 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Denoising Diffusion Probabilistic Model for Point Cloud Compression at Low Bit-Rates
Spadaro, G., Presta, A., Giraldo, J. H., Grangetto, M., Hu, W., Valenzise, G., Fiandrotti, A. & Tartaglione, E., 1 Jan 2025, 2025 IEEE International Conference on Multimedia and Expo: Journey to the Center of Machine Imagination, ICME 2025 - Conference Proceedings. IEEE Computer Society, (Proceedings - IEEE International Conference on Multimedia and Expo).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access -
Graph-based Moving Object Segmentation for underwater videos using semi-supervised learning
Kapoor, M., Prummel, W., Giraldo, J. H., Subudhi, B. N., Zakharova, A., Bouwmans, T. & Bansal, A., 1 Feb 2025, In: Computer Vision and Image Understanding. 252, 104290.Research output: Contribution to journal › Article › peer-review
Open Access -
Higher-Order GNNs Meet Efficiency: Sparse Sobolev Graph Neural Networks
Giraldo, J. H., Einizade, A., Todorovic, A., Castro-Correa, J. A., Badiey, M., Bouwmans, T. & Malliaros, F. D., 1 Jan 2025, In: IEEE Transactions on Signal and Information Processing over Networks. 11, p. 11-22 12 p.Research output: Contribution to journal › Article › peer-review
Open Access -
HYGENE: A Diffusion-Based Hypergraph Generation Method
Gailhard, D., Tartaglione, E., Naviner, L. & Giraldo, J. H., 11 Apr 2025, In: Proceedings of the AAAI Conference on Artificial Intelligence. 39, 16, p. 16682-16690 9 p.Research output: Contribution to journal › Conference article › peer-review
Open Access -
OVOSE: Open-Vocabulary Semantic Segmentation in Event-Based Cameras
Rahman, M. R. U., Giraldo, J. H., Spinelli, I., Lathuilière, S. & Galasso, F., 1 Jan 2025, Pattern Recognition - 27th International Conference, ICPR 2024, Proceedings. Antonacopoulos, A., Chaudhuri, S., Chellappa, R., Liu, C.-L., Bhattacharya, S. & Pal, U. (eds.). Springer Science and Business Media Deutschland GmbH, p. 18-33 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) ; vol. 15316 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Open Access