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Author

Ye-Bo Peng

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Book Open access Sep 2026

Janus: Multi-LLM Serving at Production Scale

Production LLM serving multiplexes hundreds of heterogeneous models on shared clusters, exposing three challenges that existing systems fail to address simultaneously: unpredictable bursts, power-law application popularity, and heterogeneous yet complementary resource demands. We present Janus, a Service-Engine co-desi...

Tian-Bao Zhou, Yi Wang, Yu Zhou et al. · 0 citations

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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