awesome-deeplearning-resources

Nature language process

deep learning

• A Comparative Study of Word Embeddings for Reading Comprehension. arxiv
• Advances in Pre-Training Distributed Word Representations. arxiv
• An Automated Text Categorization Framework based on Hyperparameter Optimization. arxiv code
• An Embedded Deep Learning based Word Prediction. arxiv code
• An End-to-End Architecture for Keyword Spotting and Voice Activity Detection. arxiv code
• A Neural Framework for Generalized Topic Models. arxiv code
• An online sequence-to-sequence model for noisy speech recognition. arxiv :star:
• A Read-Write Memory Network for Movie Story Understanding. arxiv code
• Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning. arxiv
• A Review on Deep Learning Techniques Applied to Semantic Segmentation. arxiv
• A Structured Self-attentive Sentence Embedding. arxiv code
• A Tidy Data Model for Natural Language Processing using cleanNLP. arXiv
• Attention-based Mixture Density Recurrent Networks for History-based Recommendation. arxiv
• Attention-based Natural Language Person Retrieval. arxiv
• Autoencoding Variational Inference For Topic Models. arxiv tensorflow :star:
• Automated Crowdturfing Attacks and Defenses in Online Review Systems. arxiv
• Automatic Rule Extraction from Long Short Term Memory Networks. arxiv
• A Wavenet for Speech Denoising. arxiv code
• Big Picture Machine Learning: Classifying Text with Neural Networks and TensorFlow. url tensorflow
• Billion-scale similarity search with GPUs. arXiv code :star:
• Collaborative Recurrent Neural Networks for Dynamic Recommender Systems. pdf tensorflow
• Context Aware Document Embedding. arXiv
• DANCin SEQ2SEQ: Fooling Text Classifiers with Adversarial Text Example Generation. arXiv code :star:
• Deep Collaborative Autoencoder for Recommender Systems: A Unified Framework for Explicit and Implicit Feedback. arxiv
• Deep Multitask Learning for Semantic Dependency Parsing. arXiv
• Deep Recurrent Neural Network for Protein Function Prediction from Sequence. arxiv
• Deep Voice: Real-time Neural Text-to-Speech. arxiv :star:
• Depthwise Separable Convolutions for Neural Machine Translation. arxiv
• Detecting Oriented Text in Natural Images by Linking Segments. arxiv tensorflow :star:
• Dialog Context Language Modeling with Recurrent Neural Networks. arxiv
• dna2vec: Consistent vector representations of variable-length k-mers. arxiv code
• DropoutNet: Addressing Cold Start in Recommender Systems. pdf tensorflow
• Efficient Natural Language Response Suggestion for Smart Reply. arxiv
• Efficient Vector Representation For Documents Through Corruption. pdf] code :star:
• End-to-End MAP Training of a Hybrid HMM-DNN Model. arXiv
• End-to-end semantic face segmentation with conditional random fields as convolutional, recurrent and adversarial networks. arxiv
• End-to-End Task-Completion Neural Dialogue Systems. arxiv code] :star:
• Explaining Recurrent Neural Network Predictions in Sentiment Analysis. arxiv code
• Fast and Accurate Entity Recognition with Iterated Dilated Convolutions. arxiv tensorflow
• Focusing Attention: Towards Accurate Text Recognition in Natural Images. arxiv
• Learned in Translation: Contextualized Word Vectors. arxiv code
• Letter-Based Speech Recognition with Gated ConvNets. arxiv code :star:
• Generating Sentences by Editing Prototypes. arxiv
• Get To The Point: Summarization with Pointer-Generator Networks. arxiv code
• Globally Normalized Reader. pdf tensorflow :star:
• Global Relation Embedding for Relation Extraction. arxiv code
• Graph Convolutional Networks for Named Entity Recognition. arxiv code
• Graph Embedding Techniques, Applications, and Performance: A Survey. arxiv code
• Joint Semantic Synthesis and Morphological Analysis of the Derived Word. arxiv
• Jointly Learning Sentence Embeddings and Syntax with Unsupervised Tree-LSTMs. arxiv :star:
• Jointly Trained Sequential Labeling and Classification by Sparse Attention Neural Networks. arxiv
• HDLTex: Hierarchical Deep Learning for Text Classification. arxiv code
• High-Throughput and Language-Agnostic Entity Disambiguation and Linking on User Generated Data. arxiv
• Improving End-to-End Speech Recognition with Policy Learning. arxiv
• Improving speech recognition by revising gated recurrent units. arxiv :star:
• Label Refinement Network for Coarse-to-Fine Semantic Segmentation. arxiv
• LangPro: Natural Language Theorem Prover. arxiv code
• Language Generation with Recurrent Generative Adversarial Networks without Pre-training. arxiv code
• LanideNN: Multilingual Language Identification on Character Window. arxiv code
• Latent Intention Dialogue Models. arxiv
• Learning a Natural Language Interface with Neural Programmer. arxiv tensorflow :star:
• Learning Arbitrary Potentials in CRFs with Gradient Descent. arxiv
• Learning Convolutional Text Representations for Visual Question Answering. arxiv code :star:
• Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational Autoencoders. arxiv tensorflow
• Learning Important Features Through Propagating Activation Differences. arxiv code :star:
• Learning Structured Text Representations. arxiv code
• Learning to Extract Semantic Structure from Documents Using Multimodal Fully Convolutional Neural Network. arxiv
• Learning to Generate Reviews and Discovering Sentiment. arxiv code
• Learning to Reason: End-to-End Module Networks for Visual Question Answering. arxiv tensorflow
• Learning to Skim Text. arxiv
• Learning with Confident Examples: Rank Pruning for Robust Classification with Noisy Labels. arxiv code
• Machine Comprehension by Text-to-Text Neural Question Generation. arxiv
• Multi-Label Classification of Patient Notes a Case Study on ICD Code Assignment. arxiv code
• Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities. arxiv
• Named Entity Recognition with stack residual LSTM and trainable bias decoding. arxiv :star:
• Natural Language Processing with Small Feed-Forward Networks. arxiv
• Neural Probabilistic Model for Non-projective MST Parsing. arxiv
• Ngram2vec: Learning Improved Word Representations from Ngram Co-occurrence Statistics. pdf code
• N-gram Language Modeling using Recurrent Neural Network Estimation. arxiv :star:
• Non-Autoregressive Neural Machine Translation. pdf code
• One Representation per Word - Does it make Sense for Composition?. arxiv
• Optimal Hyperparameters for Deep LSTM-Networks for Sequence Labeling Tasks. arxiv tensorflow :star:
• Outlier Detection for Text Data : An Extended Version. arxiv
• Person Search with Natural Language Description. arxiv
• Poincaré Embeddings for Learning Hierarchical Representations. arxiv code
• Question Answering from Unstructured Text by Retrieval and Comprehension. arxiv
• Rationalization: A Neural Machine Translation Approach to Generating Natural Language Explanations. arxiv :star:
• Recurrent and Contextual Models for Visual Question Answering. arxiv
• Recurrent neural networks with specialized word embeddings for health-domain named-entity recognition. arxiv code
• Recurrent Recommender Networks. pdf
• Recurrent Relational Networks for Complex Relational Reasoning. arxiv
• R-NET: Machine Reading Comprehension With Self-Matching Networks. pdf code
• SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine. arxiv pytorch :star:
• Sentiment Analysis by Joint Learning of Word Embeddings and Classifier. arxiv
• Semantic Instance Segmentation via Deep Metric Learning. arxiv :star:
• Semantic keyword spotting by learning from images and speech. arxiv code
• State-of-the-art Speech Recognition With Sequence-to-Sequence Models. arxiv
• struc2vec: Learning Node Representations from Structural Identity. arxiv code
• Symbolic, Distributed and Distributional Representations for Natural Language Processing in the Era of Deep Learning: a Survey. arxiv
• [Tacotron] A Fully End-to-End Text-To-Speech Synthesis Model. arxiv code tensorflow :star:
• Text Summarization using Abstract Meaning Representation. arxiv
• TGIF-QA: Toward Spatio-Temporal Reasoning in Visual Question Answering. arxiv :star:
• The NarrativeQA Reading Comprehension Challenge. arxiv :star:
• Topic Compositional Neural Language Model. arxiv
• Topics and Label Propagation: Best of Both Worlds for Weakly Supervised Text Classification. arxiv
• Twitter100k: A Real-world Dataset for Weakly Supervised Cross-Media Retrieval. arxiv code
• Understanding Convolution for Semantic Segmentation. arxiv code :star:
• Unsupervised Neural Machine Translation. arxiv pytorch
• Vector Embedding of Wikipedia Concepts and Entities. arxiv code]
• VINet: Visual-Inertial Odometry as a Sequence-to-Sequence Learning Problem. arxiv
• What’s in a Question: Using Visual Questions as a Form of Supervision. arxiv code

Attention and memory

• Attentive Memory Networks: Efficient Machine Reading for Conversational Search. arxiv
• Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering. pdf code
• Gated-Attention Architectures for Task-Oriented Language Grounding. arxiv pytorch
• End-to-End Attention based Text-Dependent Speaker Verification. arxiv
• Frustratingly Short Attention Spans in Neural Language Modeling. arxiv
• Recurrent Neural Network-Based Sentence Encoder with Gated Attention for Natural Language Inference. arxiv code
• Single Shot Text Detector with Regional Attention. arxiv code
• Structural Attention Neural Networks for improved sentiment analysis. arxiv

Generative learning

• Adversarial Generation of Natural Language. arXiv
• Adversarial Learning for Neural Dialogue Generation. arXiv tensorflow
• Adversarial Multi-Criteria Learning for Chinese Word Segmentation. arxiv tensorflow :star:
• Adversarial Neural Machine Translation. arxiv
• Data-driven Natural Language Generation: Paving the Road to Success. arxiv
• Get To The Point: Summarization with Pointer-Generator Networks. arxiv
• Improved Variational Autoencoders for Text Modeling using Dilated Convolutions. arxiv
• IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval Models. arxiv code
• KATE: K-Competitive Autoencoder for Text. arxiv code
• Long Text Generation via Adversarial Training with Leaked Information. arxiv tensorflow
• Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models. arxiv tensorflow
• Training Deep AutoEncoders for Collaborative Filtering. arxiv code

Transfer learning

• Better Text Understanding Through Image-To-Text Transfer. arxiv :star:
• Domain Adaptation in Question Answering. arxiv
• Neural Machine Translation and Sequence-to-sequence Models: A Tutorial. arxiv
• Semantic Autoencoder for Zero-Shot Learning. arxiv code
• Transfer Learning for Low-Resource Chinese Word Segmentation with a Novel Neural Network. arxiv code
• Transfer Learning for Named-Entity Recognition with Neural Networks. arxiv code

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