Nandan Kumar Jha
Nandan Kumar Jha
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Entropy and Private Language Models
Entropy-Guided Attention for Private LLMs
AERO: Softmax-Only LLMs for Efficient Private Inference
ReLU's Revival: On the Entropic Overload in Normalization-Free Large Language Models
Entropy-Guided Attention for Private LLMs
DeepReShape: Redesigning Neural Networks for Efficient Private Inference
Characterizing and Optimizing End-to-End Systems for Private Inference
CryptoNite: Revealing the Pitfalls of End-to-End Private Inference at Scale
Circa: Stochastic ReLUs for Private Deep Learning
DeepReDuce: ReLU Reduction for Fast Private Inference
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