Kensen Shi | DeepAI

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∙ 07/26/2023

ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis

When writing programs, people have the ability to tackle a new complex t...

0 Kensen Shi, et al. ∙

∙ 06/03/2023

LambdaBeam: Neural Program Search with Higher-Order Functions and Lambdas

Search is an important technique in program synthesis that allows for ad...

0 Kensen Shi, et al. ∙

∙ 12/19/2022

Natural Language to Code Generation in Interactive Data Science Notebooks

Computational notebooks, such as Jupyter notebooks, are interactive comp...

0 Pengcheng Yin, et al. ∙

∙ 08/15/2022

A Library for Representing Python Programs as Graphs for Machine Learning

Graph representations of programs are commonly a central element of mach...

40 David Bieber, et al. ∙

∙ 04/07/2022

Compositional Generalization and Decomposition in Neural Program Synthesis

When writing programs, people have the ability to tackle a new complex t...

7 Kensen Shi, et al. ∙

∙ 04/05/2022

PaLM: Scaling Language Modeling with Pathways

Large language models have been shown to achieve remarkable performance ...

6 Aakanksha Chowdhery, et al. ∙

∙ 03/20/2022

CrossBeam: Learning to Search in Bottom-Up Program Synthesis

Many approaches to program synthesis perform a search within an enormous...

7 Kensen Shi, et al. ∙

∙ 07/28/2020

BUSTLE: Bottom-up program-Synthesis Through Learning-guided Exploration

Program synthesis is challenging largely because of the difficulty of se...

4 Augustus Odena, et al. ∙

∙ 03/19/2020

TF-Coder: Program Synthesis for Tensor Manipulations

The success and popularity of deep learning is on the rise, partially du...

3 Kensen Shi, et al. ∙

∙ 02/21/2020

Incremental Sampling Without Replacement for Sequence Models

Sampling is a fundamental technique, and sampling without replacement is...

6 Kensen Shi, et al. ∙

∙ 12/21/2019

Pre-trained Contextual Embedding of Source Code

The source code of a program not only serves as a formal description of ...

0 Aditya Kanade, et al. ∙

∙ 11/13/2018

FrAngel: Component-Based Synthesis with Control Structures

In component-based program synthesis, the synthesizer generates a progra...

0 Kensen Shi, et al. ∙

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