2 papers
cs.PL2023
Inductive Program Synthesis via Iterative Forward-Backward Abstract Interpretation
Yongho Yoon, Woosuk Lee, Kwangkeun Yi
A key challenge in example-based program synthesis is the gigantic search space of programs. To address this challenge, various work proposed to use abstract interpretation to prun…
cs.LG2021
A Static Analyzer for Detecting Tensor Shape Errors in Deep Neural Network Training Code
Ho Young Jhoo, Sehoon Kim, Woosung Song +3
We present an automatic static analyzer PyTea that detects tensor-shape errors in PyTorch code. The tensor-shape error is critical in the deep neural net code; much of the training…