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Ye-Bo Peng

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Book Open access Sep 2026

Janus: Multi-LLM Serving at Production Scale

Janus is a Service-Engine co-designed multi-model serving system built around dual-timescale scheduling that maintains 0.97-1.0 SLO attainment, versus 0.80-0.92 for the strongest baseline, while using 13,440 device-hours/day, 27% less than static Serverless-LLM.

Tian-Bao Zhou, Yi Wang, Yu Zhou et al. · 1 citation

Proof2Hybrid: Automatic Mathematical Benchmark Synthesis for Proof-Centric Problems

The first fully automated framework that synthesizes high-quality, proof-centric benchmarks from natural language mathematical corpora and a new type of hybrid-formatted questions, named ``$m$-out-of-$n$ multiple judge questions'', specifically designed to enable robust, automatic evaluation while being resilient to gu...

Ye-Bo Peng, Zixiang Liu, Yao-Ming Li et al. · 1 citation

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