Publications

Found 215 results
Author Title Type [ Year(Desc)]
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2023
Luong, K-D., and A. Singh, "Fragment-based Pretraining and Finetuning on Molecular Graphs", Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023.
Kosan, M., Z. Huang, S. Medya, S. Ranu, and A. Singh, "Global Counterfactual Explainer for Graph Neural Networks", Web Search and Data Mining (WSDM), 02/2023.
Kosan, M., A. Silva, S. Medya, B. Uzzi, and A. Singh, "Graph Macro Dynamics with Self-Attention for Event Detection", Deep Learning on Graphs: Methods and Applications (DLG-AAAI), 02/2023.
Kosan, M., A. Silva, S. Medya, B. Uzzi, and A. Singh, "Graph Macro Dynamics with Self-Attention for Event Detection", Deep Learning on Graphs: Methods and Applications (DLG-AAAI), 02/2023.
Seccamonte, F., A. K. Singh, and F. Bullo, "Inference of Infrastructure Network Flows via Physics-Inspired Implicit Neural Networks", IEEE Conference on Control Technology and Applications, CCTA 2023, Bridgetown, Barbados, August 16-18, 2023: IEEE, 2023.
Seccamonte, F., A. K. Singh, and F. Bullo, "Inference of Infrastructure Network Flows via Physics-Inspired Implicit Neural Networks", IEEE Conference on Control Technology and Applications, CCTA 2023, Bridgetown, Barbados, August 16-18, 2023: IEEE, 2023.
Sharma, S., Y. Xian, N. Yu, and A. Singh, "Learning Prototype Classifiers for Long-Tailed Recognition", Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI 2023, 19th-25th August 2023, Macao, SAR, China: ijcai.org, 2023.
Sharma, S., Y. Xian, N. Yu, and A. Singh, "Learning Prototype Classifiers for Long-Tailed Recognition", Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI 2023, 19th-25th August 2023, Macao, SAR, China: ijcai.org, 2023.
Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2023, Long Beach, CA, USA, August 6-10, 2023: ACM, 2023.
Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2023, Long Beach, CA, USA, August 6-10, 2023: ACM, 2023.
2024
Luong, K-D., and A. Singh, "Application of Transformers in Cheminformatics", Journal of Chemical Information and Modeling, vol. 64, pp. 4392-4409, 05/2024.
Bhowmick, A., M. Kosan, Z. Huang, A. Singh, and S. Medya, "DGCLUSTER: A Neural Framework for Attributed Graph Clustering via Modularity Maximization", The 38th Annual AAAI Conference on Artificial Intelligence (AAAI'24), 2024.
Wang, D., A. Antoniades, K-D. Luong, E. Zhang, M. Kosan, J. Li, A. Singh, W. Yang Wang, and L. Li, "Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement Learning", Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, New York, NY, USA, Association for Computing Machinery, 2024.
Kosan, M., S. Verma, B. Armgaan, K. Pahwa, A. Singh, S. Medya, and S. Ranu, "GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking", The Twelfth International Conference on Learning Representations (ICLR), 2024.
Jaffe, S., A. Davydov, D. Lapsekili, A. K. Singh, and F. Bullo, "Learning Neural Contracting Dynamics: Extended Linearization and Global Guarantees", CoRR, vol. abs/2402.08090, 2024.

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