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cs.LG2025
Mixture-of-Personas Language Models for Population Simulation
Ngoc Bui, Hieu Trung Nguyen, Shantanu Kumar +4
Advances in Large Language Models (LLMs) paved the way for their emerging applications in various domains, such as human behavior simulations, where LLMs could augment human-genera…
cs.LG2024
Efficient Distributed Training through Gradient Compression with Sparsification and Quantization Techniques
Shruti Singh, Shantanu Kumar
This study investigates the impact of gradient compression on distributed training performance, focusing on sparsification and quantization techniques, including top-k, DGC, and QS…