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Tianqi Chen

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Keynote: Building ML Systems Foundations at the Age of AIAI Infra Summit at PyTorch Conference 20252025-10-21
Launches a curated benchmark and workload spec called flashing for trace that records real LM inference shapes and operator patterns, plus a hosted leaderboard…
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Universally Deploy Large-language Models via ML CompilationPyTorch Conference 20242024-09-18
Claims a universal LLM deployment path by building an ML compiler stack on Apache TVM called MM compiler that adds Python-first pipelines, first-class symbolic…
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Elements of Learning SystemsRay Summit 20212021-06-22
Covers two concrete systems: XGBoost and TVM. Claims XGBoost removes manual imputation by learning a automatic missing-value default direction inside tree…
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Tianqi Chen, Computer Science PhD Student, University of Washington at MLconf Seattle 2017MLconf Seattle 20172017-05-19
XGBoost adds monotonic constraints and a new histogram algorithm that gives 10x single-thread speedup and 4–7x multi-thread gains, plus a GPU module that…
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Tianqi Chen, Industry Impact Student Research Award WinnerMLconf SF 20162016-11-11
Describes building scalable systems that bring tree boosting and deep learning to industry-scale data, combining distributed computation with out-of-core…
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