Publications

My research focuses on Graph Neural Networks, Dynamic Graphs, Federated Learning, and Temporal Graph Learning.

2025

• Federated Spectral Graph Transformers Meet Neural Ordinary Differential Equations for Non-IID Graphs
  K Gurumurthy, H Pal, C Sharma
  Transaction On Machine Learning Research, 2025
• Predict Confidently, Predict Right: Abstention in Dynamic Graph Learning
  J Gayen, H Pal, N Manwani, C Sharma
  arXiv preprint arXiv:2501.08397, 2025
• LoReTTA: A Low Resource Framework To Poison Continuous Time Dynamic Graphs
  H Pal, VSP Bachina, A Gangwal, C Sharma
  arXiv preprint arXiv:2511.07379, 2025
• Reducing Misclassification Risk in Dynamic Graph Neural Networks Through Abstention
  J Gayen, H Pal, N Manwani, C Sharma
  International Conference on Advances in Social Networks Analysis and Mining, 2025
• Confidence First: Reliability-Driven Temporal Graph Neural Networks
  J Gayen, H Pal, N Manwani, C Sharma
  Temporal Graph Learning Workshop@ KDD 2025, 2025

For more details, visit my Google Scholar profile.