Saurav Muralidharan is a senior research scientist at NVIDIA Research, working on the Deep Learning Efficiency Research (DLER) team. Saurav’s work focuses on improving the runtime performance and efficiency of deep neural networks, especially large language models (LLMs), using techniques like model compression (sparsity, low-rank factorization, distillation, and so on) and neural architecture search (NAS).