2003-10 - Paper - Notes - A Neural Probabilistic Language Model

2011-08 - Paper - Notes - Natural Language Processing almost from Scratch

2014-10 - Paper - Notes - Semi-Supervised Learning with Deep Generative Models

2015-06 - Paper - Notes - A Hierarchical Neural Autoencoder for Paragraphs and Documents

2015-11 - Paper - Notes - Generating Sentences from a Continuous Space

2016-06 - Paper - Notes - Improved Techniques for Training GANs

2016-06 - Paper - Notes - InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets

2016-06 - Paper - Notes - Controlling Politeness in Neural Machine Translation via Side Constraints

2017-02 - Paper - Notes - Improved Variational Autoencoders for Text Modeling using Dilated Convolutions

2017-02 - Paper - Notes - Beam Search Strategies for Neural Machine Translation

2017-04 - Paper - Notes - Learning to Generate Reviews and Discovering Sentiment

2017-05 - Paper - Notes - Style Transfer from Non-Parallel Text by Cross-Alignment

2017-06 - Paper - Notes - InfoVAE: Information Maximizing Variational Autoencoders

2018-01 - Paper - Notes - Sequence to Better Sequence: Continuous Revision of Combinatorial Structures

2017-06 - Paper - Notes - Adversarial Generation of Natural Language

2017-06 - Paper - Notes - Adversarially Regularized Autoencoders

2017-06 - Paper - Notes - Fader Networks: Manipulating Images by Sliding Attributes

2017-07 - Paper - Notes - Toward Controlled Generation of Text

2017-07 - Paper - Notes - Controlling Linguistic Style Aspects in Neural Language Generation

2017-08 - Paper - Notes - Multi-space Variational Encoder-Decoders for Semi-supervised Labeled Sequence Transduction

2017-09 - Paper - Notes - Supervised Learning of Universal Sentence Representations from Natural Language Inference Data

2017-09 - Paper - Notes - Adversarial Learning for Neural Dialogue Generation

2017-09 - Paper - Notes - Generating Sentences by Editing Prototypes

2017-10 - Paper - Notes - Word Translation Without Parallel Data

2017-10 - Paper - Notes - Unsupervised Machine Translation Using Monolingual Corpora Only

2017-11 - Paper - Notes - Style Transfer in Text: Exploration and Evaluation

2017-11 - Paper - Notes - Wasserstein Auto-Encoders

2017-12 - Paper - Notes - Disentangled Representations for Manipulation of Sentiment in Text

2017-12 - Paper - Notes - Improved Neural Text Attribute Transfer with Non-parallel Data

2017-12 - Paper - Notes - JADE: Joint Autoencoders for Dis-Entanglement

2018-01 - Paper - Notes - Domain Adaptation Meets Disentangled Representation Learning and Style Transfer

2018-01 - Paper - Notes - Natural Language Multitasking: Analyzing and Improving Syntactic Saliency of Hidden Representations

2018-04 - Paper - Notes - Style Transfer Through Back-Translation

2018-06 - Paper - Notes - JTAV: Jointly Learning Social Media Content Representation by Fusing Textual, Acoustic, and Visual Features

2018-08 - Paper - Notes - Causal Embeddings for Recommendation