Author

Hui Guan

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#machine learning Preprint Sep 2026

Scout: Open-World Species Recognition on the Edge

Large vision-language models (VLMs) enable recognition beyond a fixed class set, but their computational demands prevent them from running on many edge devices. Cloud offload makes this capability accessible, but sending every image consumes scarce bandwidth and communication energy. We ask how to bring the open-world...

Mohammad Mehdi Rastikerdar, Hui Guan, Deepak Ganesan · 0 citations

Jul 2026

Kalypso: Relational LLM Serving

Kalypso is presented, a relational LLM serving system that exposes an API for semantic query plans and executes them using an adaptive, memory-aware scheduling algorithm, demonstrating that query-aware LLM serving can substantially improve the efficiency of semantic query execution.

Hojae Son, Md Ashraful Islam, H. Cao et al. · arXiv.org · 0 citations