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Code Generation

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Code Generation as a Dual Task of Code Summarization

14 Oct 2019

Code summarization (CS) and code generation (CG) are two crucial tasks in the field of automatic software development.

CODE GENERATION CODE SUMMARIZATION

Structural Language Models for Any-Code Generation

30 Sep 2019

We introduce a new approach to AnyGen that leverages the strict syntax of programming languages to model a code snippet as a tree - structural language modeling (SLM).

CODE GENERATION LANGUAGE MODELLING

An Acceleration Framework for High Resolution Image Synthesis

9 Sep 2019

The proposed acceleration framework makes it possible to generate high resolution images using less training time with limited hardware resource.

CODE GENERATION IMAGE GENERATION

Jointly Learning Semantic Parser and Natural Language Generator via Dual Information Maximization

ACL 2019

Semantic parsing aims to transform natural language (NL) utterances into formal meaning representations (MRs), whereas an NL generator achieves the reverse: producing an NL description for some given MRs.

CODE GENERATION DIALOGUE MANAGEMENT SEMANTIC PARSING

Reranking for Neural Semantic Parsing

ACL 2019

Semantic parsing considers the task of transducing natural language (NL) utterances into machine executable meaning representations (MRs).

CODE GENERATION SEMANTIC PARSING

Program Synthesis and Semantic Parsing with Learned Code Idioms

26 Jun 2019

Program synthesis of general-purpose source code from natural language specifications is challenging due to the need to reason about high-level patterns in the target program and low-level implementation details at the same time.

CODE GENERATION PROGRAM SYNTHESIS SEMANTIC PARSING

Adversarial Examples to Fool Iris Recognition Systems

21 Jun 2019

Therefore, to compensate for this shortcoming, we propose to train a deep auto-encoder surrogate network to mimic the conventional iris code generation procedure.

CODE GENERATION IRIS RECOGNITION

Unsupervised Neural Generative Semantic Hashing

3 Jun 2019

We present a novel unsupervised generative semantic hashing approach, \textit{Ranking based Semantic Hashing} (RBSH) that consists of both a variational and a ranking based component.

CODE GENERATION DOCUMENT RANKING INFORMATION RETRIEVAL

Sketch2code: Generating a website from a paper mockup

9 May 2019

An early stage of developing user-facing applications is creating a wireframe to layout the interface.

CODE GENERATION SEMANTIC SEGMENTATION

Learning Programmatic Idioms for Scalable Semantic Parsing

19 Apr 2019

Programmers typically organize executable source code using high-level coding patterns or idiomatic structures such as nested loops, exception handlers and recursive blocks, rather than as individual code tokens.

CODE GENERATION SEMANTIC PARSING