3 papers
cs.LG2025
Fast Estimation of Partial Dependence Functions using Trees
Jinyang Liu, Tessa Steensgaard, Marvin N. Wright +2
Many existing interpretation methods are based on Partial Dependence (PD) functions that, for a pre-trained machine learning model, capture how a subset of the features affects the…
cs.DC2024
Heat: Satellite's meat is GPU's poison
Zhehu Yuan, Jinyang Liu, Guanqun Song +1
In satellite applications, managing thermal conditions is a significant challenge due to the extreme fluctuations in temperature during orbital cycles. One of the solutions is to h…
quant-ph2024
Approximate Quantum Circuit Synthesis for Diagonal Unitary
Wenqi Zhang, Jinyang Liu, Zixiang Zhou +1
The quantum circuit synthesis problem bridges quantum algorithm design and quantum hardware implementation in the Noisy Intermediate-Scale Quantum (NISQ) era. In quantum circuit sy…