Jha, Nandan Kumar
- DeepReDuce: ReLU Reduction for Fast Private Inference
2021/03/02 by Nandan Kumar Jha, Jha, Nandan Kumar, Zahra Ghodsi +5 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #I.2.m #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Sisyphus: A Cautionary Tale of Using Low-Degree Polynomial Activations in Privacy-Preserving Deep Learning
2021/07/26 by Garimella, Karthik, Jha, Nandan Kumar, Reagen, Brandon · 2 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- DeepReShape: Redesigning Neural Networks for Efficient Private Inference
2023/04/20 by Jha, Nandan Kumar, Reagen, Brandon · 2 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences
- Circa: Stochastic ReLUs for Private Deep Learning
2021/06/15 by Zahra Ghodsi, Nandan Kumar Jha, Ghodsi, Zahra +5 · 1 citation
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Entropy-Guided Attention for Private LLMs
2025/01/07 by Jha, Nandan Kumar, Reagen, Brandon · 2 citations
#Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)