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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Tanmoy Sen

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Book Open access Sep 2026

Heterogeneous SLO Guaranteed Multi-Resource-Aware Batching in LLM Serving

In this paper, we study a mixed-prompt scenario—where both short and long prompts coexist—in an LLM inference serving system that supports diverse applications with heterogeneous iteration-time SLOs. To improve throughput for long prompts, prior work divides them into chunks and batches requests or chunks to meet the t...

Hai-Ying Shen, Tanmoy Sen, Yuxiong He · 0 citations
Conference Jul 2026

Managing KV Cache for Coordinated Waiting and Execution Time in LLM Serving

Large Language Model (LLM) serving systems face a KV-cache (KVC) bottleneck. In this paper, our experimental study shows that block-based allocation increases Time-Between-Tokens (TBT) due to preemptions, while prediction-based allocation increases Time-to-First-Token (TTFT) and TBT due to allocated but unused KVC and...

Haiying Shen, Tanmoy Sen, Masahiro Tanaka · 0 citations

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