models.md

N-gram

	title	year	venue	task	model	dataset	pdf	code
0	On the naturalness of software	2012	None	Code Generation	N-gram		📑
1	On the localness of software	2014	FSE/ESEC	Code Generation	N-gram		📑
2	Phrase-Based Statistical Translation of Programming Languages	2014	OOPSLA	Code Generation	N-gram		📑

TreeBERT

	title	year	venue	task	model	dataset	pdf	code
0	TreeBERT: A Tree-Based Pre-Trained Model for Programming Language	2021	UAI	Pretrain	TreeBERT		📑

Others

	title	year	venue	task	model	dataset	pdf	code
0	Retrieval-based Neural Source Code Summarization	2020	ICSE	Code Summarization	Others		📑

word2vec

	title	year	venue	task	model	dataset	pdf	code
0	A general path-based representation for predicting programproperties	2018	PLDL	Code Generation	word2vec,CRF	JavaScript, Java, Python, C#	📑
1	Exploring API embedding for API usages and applications	2017	ICSE	Code Generation	word2vec	Java, C#	📑

Multinomial Naive Bayes (MNB)

title	year	venue	task	model	dataset	pdf	code

GRU

	title	year	venue	task	model	dataset	pdf	code
0	CodeGRU: Context-aware deep learning with gated recurrent unit for source code modeling	2020	IST	Code Generation	GRU		📑
1	A neural model for generating natural language summaries of program subroutines(astted-gru)	2019	ICSE	Code Summarization	GRU		📑
2	Deep code comment generation with hybrid lexical and syntactical information	2020	FSE/EFEC	Code Summarization	GRU	9714 Java projects from GitHub	📑

Bi-LSTM

	title	year	venue	task	model	dataset	pdf	code
0	Latent Attention For If-Then Program Synthesis	2016	NuerIPs	Code Generation	Bi-LSTM		📑
1	Code2seq: Generating Sequences from Structured Representations of Code	2019	ICLR	Code Generation	Bi-LSTM	Java, C#(dataset of CodeNN)	📑
2	DeepCPDP: Deep Learning Based Cross-Project Defect Prediction	2019		Safety Analysis	Bi-LSTM		📑
3	Pythia: AI-assisted Code Completion System	2019	SIGKDD	Code Generation	Bi-LSTM	Python	📑

word embedding

	title	year	venue	task	model	dataset	pdf	code
0	Retrieval on Source Code: A Neural Code Search	2018	PLDI	Code Search	word embedding		📑

Transformer

	title	year	venue	task	model	dataset	pdf	code
0	A transformer-based approach for source code summarization	2020	ACL	Code Summarization	Transformer		📑
1	CodeBERT: A Pre-Trained Model for Programming and Natural Languages	2020	EMNLP	Pretrain	Transformer		📑
2	Learning and Evaluating Contextual Embedding of Source Code	2020	ICML	Pretrain	Transformer		📑
3	CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation	2021	EMNLP	Pretrain	Transformer		📑
4	Structural language models of code	2020	ICML	Code Generation	Transformer		📑
5	Code prediction by Feeding Trees to Transfomers	2021	ICSE	Code Generation	Transformer		📑
6	A self-attentional neural architecture for code completion with multi-task learning	2020	ICPC	Code Generation	Transformer		📑
7	TFix: Learning to Fix Coding Errors with a Text-to-Text Transformer	2021	ICML	Program Repair	Transformer	TFix's Code Patches Data	📑

CRF

	title	year	venue	task	model	dataset	pdf	code
0	A general path-based representation for predicting programproperties	2018	PLDL	Code Generation	word2vec,CRF	JavaScript, Java, Python, C#	📑

DNN

	title	year	venue	task	model	dataset	pdf	code
0	Cclearner: A deep learning-based clone detection approach	2017	ICSME	Clone Detection	DNN		📑

pointer network

	title	year	venue	task	model	dataset	pdf	code
0	Code Completion with Neural Attention and Pointer Networks	2018	IJCAI	Code Generation	LSTM,pointer network	JS150,PY150	📑

DBN

	title	year	venue	task	model	dataset	pdf	code
0	Automatically learning semantic features for defect prediction	2016	ICSE	Safety Analysis	DBN		📑
1	Deep Semantic Feature Learning for Software Defect Prediction	2020	TSE	Safety Analysis	DBN		📑

CAN

	title	year	venue	task	model	dataset	pdf	code
0	A convolutional attention network for extreme summarization of source code	2016	ICML	Code Summarization	CAN	Java	📑

LSTM

	title	year	venue	task	model	dataset	pdf	code
0	A deep language model for software code	2016	None	Code Generation	LSTM		📑
1	Summarizing Source Code using a Neural Attention Model	2016	ACL	Code Summarization	LSTM	C#	📑
2	Latent Attention For If-Then Program Synthesis	2016	NuerIPs	Code Generation	Bi-LSTM		📑
3	Abstract Syntax Networks for Code Generation and Semantic Parsing	2016	ACL	Code Generation	LSTM		📑
4	Neural Code Completion	2018	ICPC	Code Generation	LSTM	JS150,PY150	📑
5	Code Completion with Neural Attention and Pointer Networks	2018	IJCAI	Code Generation	LSTM,pointer network	JS150,PY150	📑
6	Deep code comment generation	2018	ICPC	Code Summarization	LSTM		📑
7	Code2vec: learning distributed representations of code	2019	POPL	Code Generation	LSTM	10072 Java GitHub repositories	📑
8	Seml: A semantic lstm model for software defect prediction	2019	None	Safety Analysis	LSTM		📑
9	Modeling programs hierarchically with stack-augmented LSTM	2020	JSS	Code Generation	LSTM	C, python	📑
10	Code2seq: Generating Sequences from Structured Representations of Code	2019	ICLR	Code Generation	Bi-LSTM	Java, C#(dataset of CodeNN)	📑
11	DeepCPDP: Deep Learning Based Cross-Project Defect Prediction	2019		Safety Analysis	Bi-LSTM		📑
12	Pythia: AI-assisted Code Completion System	2019	SIGKDD	Code Generation	Bi-LSTM	Python	📑
13	Neural Program Repair by Jointly Learning to Localize and Repair	2019	ICLR	Program Repair	LSTM	DeepFix	📑
14	Embedding Java Classes with code2vec: Improvements from Variable Obfuscation	2020		Program Classification	LSTM		📑

RNN

	title	year	venue	task	model	dataset	pdf	code
0	Code completion with statistical language models	2014	PLDI	Code Generation	RNN		📑
1	Neural Code Comprehension: A Learnable Representation of Code Semantics	2018	NuerIPs	Code representation	RNN		📑
2	Deep code search	2018	ICSE	Code Search	RNN		📑
3	Improving Code Search with Co-Attentive Representation Learning	2020	ICPC	Code Search	RNN		📑
4	Deep learning code fragments for code clone detection	2017	ASE	Clone Detection	RNN		📑