X-TIME: Accelerating Large Tree Ensembles Inference for Tabular Data with Analog CAMs

Giacomo Pedretti,John Moon,Pedro Bruel,Sergey Serebryakov, Ron M. Roth,Luca Buonanno,Archit Gajjar, Lei Zhao,Tobias Ziegler,Cong Xu,Martin Foltin,Paolo Faraboschi,Jim Ignowski,Catherine E. Graves

IEEE JOURNAL ON EXPLORATORY SOLID-STATE COMPUTATIONAL DEVICES AND CIRCUITS（2024）

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Key words

Cams,Data models,Computational modeling,Circuits,Computer architecture,Accuracy,Random forests,In-memory computing,Throughput,Integrated circuit modeling,Content addressable memories (CAMs),decision trees,in-memory computing,RRAM

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