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Vikranth Srivatsa

2 accepted papers

2025

Preble: Efficient Distributed Prompt Scheduling for LLM Serving

ICLR 2025poster

Prompts to large language models (LLMs) have evolved beyond simple user questions. For LLMs to solve complex problems, today’s practices are to include domain-specific instructions, illustration of tool usages, and/or long context such as textbook chapters in prompts. As such, many parts of prompts…

2024

InferCept: Efficient Intercept Support for Augmented Large Language Model Inference

ICML 2024poster

Large language models are increasingly integrated with external environments, tools, and agents like ChatGPT plugins to extend their capability beyond language-centric tasks. However, today's LLM inference systems are designed for standalone LLMs. They treat each external interaction as the end of L…