Gupta, Nirupam

1. Byzantine Machine Learning Made Easy by Resilient Averaging of Momentums
   2022/05/24 by Farhadkhani, Sadegh, Guerraoui, Rachid, Gupta, Nirupam +2 · 10 citations
   #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
2. Fixing by Mixing: A Recipe for Optimal Byzantine ML under Heterogeneity
   2023/02/03 by Youssef Allouah, Sadegh Farhadkhani, Allouah, Youssef +9 · 10 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
3. On the Impossible Safety of Large AI Models
   2022/09/30 by El-Mahdi El-Mhamdi, Sadegh Farhadkhani, El-Mhamdi, El-Mahdi +14 · 3 voices
   Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Topic Modeling #cs.AI #cs.CR #cs.LG
4. Byzantine-Robust Federated Learning: Impact of Client Subsampling and Local Updates
   2024/02/20 by Youssef Allouah, Sadegh Farhadkhani, Allouah, Youssef +11 · 5 citations
   Social Sciences · #FOS: Computer and information sciences #Government, Law, and Information Management #Legal Rights and Human Rights #Machine Learning (cs.LG)
5. Robust Distributed Learning: Tight Error Bounds and Breakdown Point under Data Heterogeneity
   2023/09/24 by Allouah, Youssef, Guerraoui, Rachid, Gupta, Nirupam +2 · 3 citations
   #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #and Cluster Computing (cs.DC)
6. Information-Theoretic Privacy in Distributed Average Consensus
   2018/09/06 by Nirupam Gupta, Jonathan Katz, Gupta, Nirupam +3 · 1 citation
   Computer Science · #Cryptography and Data Security #FOS: Electrical engineering #Privacy-Preserving Technologies in Data #Security in Wireless Sensor Networks #Systems and Control (eess.SY) #electronic engineering #information engineering
7. Preserving Statistical Privacy in Distributed Optimization
   2020/04/03 by Gupta, Nirupam, Gade, Shripad, Chopra, Nikhil +1 · 1 citation
   #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
8. Approximate Byzantine Fault-Tolerance in Distributed Optimization
   2021/01/22 by Shuo Liu, Nirupam Gupta, Liu, Shuo +3 · 2 citations
   Computer Science · #Distributed #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
9. Differential Privacy and Byzantine Resilience in SGD: Do They Add Up?
   2021/02/16 by Guerraoui, Rachid, Gupta, Nirupam, Pinot, Rafaël +2 · 1 citation
   #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
10. Byzantine Fault-Tolerance in Federated Local SGD under 2f-Redundancy
    2021/08/26 by Nirupam Gupta, Thinh T. Doan, Gupta, Nirupam +3 · 1 citation
    Computer Science · Medicine · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Renal and Vascular Pathologies
11. Revisiting Ensembling in One-Shot Federated Learning
    2024/11/11 by Youssef Allouah, Allouah, Youssef, Akash Dhasade +13 · 3 citations
    Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
12. On the Privacy-Robustness-Utility Trilemma in Distributed Learning
    2023/02/09 by Youssef Allouah, Allouah, Youssef, Rachid Guerraoui +7 · 1 citation
    Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Cryptography and Data Security
13. Robust Collaborative Learning with Linear Gradient Overhead
    2022/09/22 by Farhadkhani, Sadegh, Guerraoui, Rachid, Gupta, Nirupam +3 · 1 citation
    #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
14. Fine-Tuning Personalization in Federated Learning to Mitigate Adversarial Clients
    2024/09/30 by Youssef Allouah, Allouah, Youssef, Abdellah El Mrini +7 · 2 citations
    Computer Science · Mathematics · Medicine · #Privacy-Preserving Technologies in Data #Statistical Methods and Inference #COVID-19 diagnosis using AI
15. Adaptive Gradient Clipping for Robust Federated Learning
    2024/05/23 by Youssef Allouah, Allouah, Youssef, Rachid Guerraoui +9 · 1 citation
    Computer Science · #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Neural Networks and Applications