معرفی
Nirupam Gupta is an Assistant Professor - Tenure Track at the Department of Computer Science, University of Copenhagen, specializing in Machine Learning, Distributed Learning, and Byzantine Fault Tolerance. His research focuses on robustness in federated and decentralized systems, privacy-preserving optimization, and adversarial client mitigation.
Research Areas:
- Byzantine-Robust Distributed Learning
- Federated Learning with Heterogeneous Clients
- Data Poisoning and Security
- Privacy in Multi-Agent Systems
Contact: nigu@di.ku.dk
Scientific Contributions:
- Published extensively on Byzantine fault tolerance in distributed SGD
- Developed frameworks for privacy-robustness trade-offs
- Investigated redundancy mechanisms for resilient optimization
- Explored preconditioning techniques for gradient descent
۰مقاله منتشرشده
