Paper

Essential

#	title	topic	year	source	web	file	extend
1	Attention is All You Need	attention, transformer	2017	NIPS	1706.03762 nips	local
2	Effective Approaches to Attention-based Neural Machine Translation	Loung's Attention	2015	EMNLP	1508.04025 acl	local
3	Sequence to Sequence Learning with Neural Networks	Seq2Seq	2014	NIPS	1409.3215 nips	local
4	Neural Machine Translation by Jointly Learning to Align and Translate	Bahdanau's Attention	2014	ICLR	1409.0473	local
5	Efficient Estimation of Word Representations in Vector Space	word2vec				local
6	Show, Attend and Tell: Neural Image Caption Generation with Visual Attention	Soft and Hard Attention	2015	ICML	1502.03044	local
7	Natural Language Processing State of The Art, Current Trends and Challenges					local
8	中文信息处理发展报告(2016)					local
9	word2vec Parameter Learning Explained	word2vec	2016			local

NLG

Paraphrase Generation

#	title	topic	year	source	web	local	extend
1	Neural Paraphrase Generation with Stacked Residual LSTM Networks	residual	2016	COLING	1610.03098 acl	local
2	A Deep Generative Framework for Paraphrase Generation	vae	2018	AAAI	1709.05074 aaai	local	NLG.7
3	Paraphrase Generation with Deep Reinforcement Learning	rl	2018	EMNLP	1711.00279 acl	local
4	Generating Syntactic Paraphrases		2018	EMNLP	acl	local
5	Dictionary-Guided Editing Networks for Paraphrase Generation	dictionary	2018		1806.08077	local
6	Controllable Paraphrase Generation with a Syntactic Exemplar		2019			local
7	Decomposable Neural Paraphrase Generation		2019			local
8	User-Oriented Paraphrase Generation With Keywords Controlled Network		2019			local
9	Negative Lexically Constrained Decoding for Paraphrase Generation		2019	ACL	acl	local

NLG

#	title	topic	year	source	web	local	extend
1	Generating Sentences from Disentangled Syntactic and Semantic Spaces		2019			local
2	Positional Encoding to Control Output Sequence Length		2019			local
3	EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing	simplification	2019			local
4	Massive Styles Transfer with Limited Labeled Data		2019			local
5	Controllable Abstractive Summarization		2017			local
6	Learning Task Relatedness in Multi-Task Learning for Images in Context		2019			local
7	Generating Sentences from a Continuous Space		2015			local
8	Get To The Point: Summarization with Pointer-Generator Networks	pointer	2017	ACL	1704.04368 acl	local
9	Controllable Length Control Neural Encoder-Decoder via Reinforcement Learning	length control	2019			local
10	Controllable Text Simplification with Lexical Constraint Loss	simplification	2019	ACL	acl	local

Tool

#	title	topic	year	source	web	local
	SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing	subword	2018			local

Domain Adaptation & MLT

#	title	topic	year	source	web	local
1	An Overview of Multi-Task Learning in Deep Neural Networks		2017		1706.05098	local
2	Domain Separation Network		2016		1608.06019	local
3	Dynamic Multi-Level Multi-Task Learning for Sentence Simplification
4	adversarial multi-task learning for text classification (new)
5	unsupervised pixel-level domain adaptation with generative adversarial network (new)
6	Meta Multi-Task Learning for Sequence Modeling
7	Learning Multi-task Communication with Message Passing for Sequence Learning		2015		1506.02117	local
8	Multi-Domain Neural Machine Translation with Word-Level Domain Context Discrimination
9	Tell Me Where to Look: Guided Attention Inference Network
10	Deep Multi-Task Learning with Shared Memory
11	AUTOSEM: Automatic Task Selection and Mixing in Multi-Task Learning		2019			local
12	MCapsNet: Capsule Network for Text with Multi-Task Learning
13	Improving Domain Adaptation Translation with Domain Invariant and Specific Information		2019	COLING	1904.03879	local

Talk & Blog

#	title	topic	year	source	web	local
	机器翻译学术论⽂文 写作⽅方法和技巧 - 刘洋	写作，机器翻译				local
	XGBoost的原理					local

CV

#	title	topic	year	source	web	local
	Image-to-Image Translation with Conditional Adversarial Networks					local
	Two-stage Sketch Colorization					[local](paper/[cv]Two-stage Sketch Colorization.pdf)
	Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN					local
	Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN					local
	cGAN-based Manga Colorization Using a Single Training Image					local

ML

#	title	topic	year	source	web	local
	XGBoost: A Scalable Tree Boosting System	xgboost		KDD