Murali Annavaram

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20242026

most citedDifferentially Private Next-Token Prediction of Large Language Models

2 citations · 4 across the 9 of their papers we have counts for

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cs.CR2026

PrivacySIM: Evaluating LLM Simulation of User Privacy Behavior

James Flemings, Murali Annavaram

Large language models (LLMs) are increasingly used to simulate human behavior, but their ability to simulate $in d i v i d u a l$ privacy decisions is not well understood. In this paper, w…

cs.LG2026

Fast NF4 Dequantization Kernels for Large Language Model Inference

Xiangbo Qi, Chaoyi Jiang, Murali Annavaram

Large language models (LLMs) have grown beyond the memory capacity of single GPU devices, necessitating quantization techniques for practical deployment. While NF4 (4-bit NormalFlo…