2015.md

2015

Deep Learning

• [ADAM] A Method for Stochastic Optimization. arxiv ⭐
• A Diversity-Promoting Objective Function for Neural Conversation Models.acl]
• A Neural Conversational Model. arxiv
• A Neural Network Approach to Context-Sensitive Generation of Conversational Responses. acl
• A Roadmap towards Machine Intelligence. arxiv
• A Survey- Time Travel in Deep Learning Space- An Introduction to Deep Learning Models and How Deep Learning Models Evolved from the Initial Ideas.arxiv
• An Empirical Exploration of Recurrent Network Architectures.pdf ⭐
• [Inception V2] Batch Normalization- Accelerating Deep Network Training by Reducing Internal Covariate Shift. arxiv ⭐
• Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models. arxiv
• Correlational Neural Networks. arxiv code
• Deconstructing the Ladder Network Architecture. arxiv
• Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding. arxiv
• Deep Knowledge Tracing. pdf
• Deep learning. nature ⭐
• Distilling the Knowledge in a Neural Network. pdf ⭐
• Dropout as a Bayesian Approximation- Representing Model Uncertainty in Deep Learning. arxiv
• Effective LSTMs for Target-Dependent Sentiment Classification. arxiv
• [ELUs] Fast and Accurate Deep Network Learning by Exponential Linear Units. arxiv ⭐
• Human-level concept learning through probabilistic program induction science ⭐
• Learning Simple Algorithms from Examples. pdf
• Learning to Transduce with Unbounded Memory. arxiv
• Listen, Attend and Spell. arxiv pytorch ⭐
• LSTM A Search Space Odyssey. arxiv ⭐
• LSTM-based Deep Learning Models for non-factoid answer selection. arxiv
• Neural GPUs Learn Algorithms. arxiv tensorflow ⭐
• Neural Programmer- Inducing Latent Programs with Gradient Descent. pdf
• Pointer Networks. arxiv tensorflow ⭐
• Poker-CNN- A Pattern Learning Strategy for Making Draws and Bets in Poker Games.pdf
• Policy distillation. arxiv ⭐
• Regularizing RNNs by Stabilizing Activations. arxiv
• ReNet- A Recurrent Neural Network Based Alternative to Convolutional Networks. arxiv
• Semi-Supervised Learning with Ladder Networks. arxiv ⭐
• Session-based Recommendations with Recurrent Neural Networks. arxiv
• Skip-Thought Vectors. arxiv ⭐
• Training Very Deep Networks. arxiv ⭐
• Tree-structured composition in neural networks without tree-structured architectures. pdf

Computer vision

• A Neural Algorithm of Artistic Style. arxiv code ⭐
• Autoencoding beyond pixels using a learned similarity metric. arxiv tensorflow
• Embed to Control: A Locally Linear Latent Dynamics Model for Control from Raw Images. arxiv pytorch
• [ResNet] Deep Residual Learning for Image Recognition. arxiv tensorflow ⭐
• [ResNet] Delving Deep into Rectifiers- Surpassing Human-Level Performance on ImageNet Classification. arxiv ⭐
• [FaceNet] A Unified Embedding for Face Recognition and Clustering. arxiv tensorflow ⭐
• [Faster R-CNN] Towards Real-Time Object Detection with Region Proposal Networks. arxiv code ⭐
• [Fast R-CNN] Fast R-CNN arxiv code ⭐
• Hierarchical Recurrent Neural Network for Skeleton Based Action Recognition. pdf ⭐
• Inceptionism: Going Deeper into Neural Networks. google ⭐
• Inside-Outside Net- Detecting Objects in Context with Skip Pooling and Recurrent Neural Networks. url
• Multi-view 3D Models from Single Images with a Convolutional Network.arxiv tensorflow
• ReSeg- A Recurrent Neural Network for Object Segmentation. arxiv ⭐
• [Inception V3] Rethinking the Inception Architecture for Computer Vision. arxiv tensorflow ⭐
• Unsupervised Learning of Video Representations using LSTMs. arxiv tensorflow ⭐
• [FCNT] Visual Tracking with fully Convolutional Networks. cuhk code ⭐
• You Only Look Once: Unified, Real-Time Object Detection. arxiv

Generative learning

• Adversarial Autoencoders. arxiv
• A note on the evaluation of generative models. arxiv ⭐
• Autoencoding beyond pixels using a learned similarity metric. arxiv ⭐
• Censoring Representations with an Adversary. arxiv
• Conditional generative adversarial nets for convolutional face generation. pdf
• [LAPGAN] Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks arxiv code ⭐
• Distributional Smoothing with Virtual Adversarial Training. arxiv ⭐
• Exploring the Space of Adversarial Images. arxiv code ⭐
• Generative Adversarial Networks in Estimation of Distribution Algorithms for Combinatorial Optimization. arxiv code
• Generative Image Modeling Using Spatial LSTMs. arxiv
• Generative Moment Matching Networks. arxiv ⭐
• Improving Semi-Supervised Learning with Auxiliary Deep Generative Models. pdf
• [CVAE] Learning Structured Output Representation using Deep Conditional Generative Models. nips ⭐
• Max-margin Deep Generative Models. arxiv code
• Semi-Supervised Learning with Ladder Networks. arxiv ⭐
• [CatGAN] Unsupervised and Semi-supervised Learning with Categorical Generative Adversarial Networks. arxiv ⭐
• [DCGAN] Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks. arxiv tensorflow ⭐

Attention and memory

• [ABCNN] Attention-Based Convolutional Neural Network for Modeling Sentence Pairs. arxiv ⭐
• Action Recognition using Visual Attention. arxiv code
• Ask Me Anything- Dynamic Memory Networks for Natural Language Processing. arxiv ⭐
• Attention-Based Models for Speech Recognition. arxiv
• Attention with Intention for a Neural Network Conversation Model. arxiv]
• [VAE with attention] A Recurrent Neural Network For Image Generation.arxiv code ⭐
• Show, Attend and Tell- Neural Image Caption Generation with Visual Attention. arxiv ⭐
• Agreement-based Joint Training for Bidirectional Attention-based Neural Machine Translation. arxiv
• Ask Me Anything: Dynamic Memory Networks for Natural Language Processing. arxiv ⭐
• A Neural Attention Model for Sentence Summarization. pdf ⭐
• [Global And Local Attention] Effective Approaches to Attention-based Neural Machine Translation.arxiv code tensorflow ⭐
• End-to-End Attention-based Large Vocabulary Speech Recognition. arxiv.
• End-To-End Memory Networks. arxiv ⭐
• Grammar as a Foreign Language. arxiv ⭐
• Large-scale Simple Question Answering with Memory Networks. arxiv
• Learning Deep Neural Network Policies with Continuous Memory States. arxiv
• [LAS] Listen, Attend and Spell. arxiv ⭐
• Listen, Attend, and Walk: Neural Mapping of Navigational Instructions to Action Sequences. arxiv ⭐
• Memory-based control with recurrent neural networks. arxiv
• Not All Contexts Are Created Equal: Better Word Representations with Variable Attention. pdf
• Reinforcement Learning Neural Turing Machines. arxiv ⭐
• [Soft And Hard Attention] Show, Attend and Tell: Neural Image Caption Generation with Visual Attention. arxiv code tensorflow ⭐
• Teaching Machines to Read and Comprehend. arxiv ⭐
• Video Description Generation Incorporating Spatio-Temporal Features and a Soft-Attention Mechanism. arxiv

Transfer learning

• Heterogeneous defect prediction. pdf
• Learning Transferred Weights From Co-Occurrence Data for Heterogeneous Transfer Learning. pdf
• Net2Net-Accelerating Learning via Knowledge Transfer. arxiv ⭐
• Siamese Neural Networks for One-shot Image Recognition. pdf
• Spatial Transformer Networks. arxiv tensorflow ⭐
• Transfer Learning from Deep Features for Remote Sensing and Poverty Mapping. arxiv
• Transfer learning using computational intelligence: A survey. pdf
• Transfer learning used to analyze the dynamic evolution of the dust aerosol. url
• Transferring Rich Feature Hierarchies for Robust Visual Tracking. arxiv ⭐

Deep reinforcement learning

• ADAAPT: A Deep Architecture for Adaptive Policy Transfer from Multiple Sources. arxiv
• Action-Conditional Video Prediction using Deep Networks in Atari Games. arxiv ⭐
• Actor-Mimic: Deep Multitask and Transfer Reinforcement Learning. arxiv ⭐
• [DDPG] Continuous control with deep reinforcement learning. arxiv ⭐
• [NAF] Continuous Deep Q-Learning with Model-based Acceleration. arxiv ⭐
• Dueling Network Architectures for Deep Reinforcement Learning. arxiv ⭐
• Deep Reinforcement Learning with an Action Space Defined by Natural Language.arxiv
• Deep Reinforcement Learning with Double Q-learning. arxiv ⭐
• Deep Recurrent Q-Learning for Partially Observable MDPs. arxiv ⭐
• DeepMPC: Learning Deep Latent Features for Model Predictive Control. pdf
• Deterministic Policy Gradient Algorithms. pdf ⭐
• Dueling Network Architectures for Deep Reinforcement Learning. arxiv
• End-to-End Training of Deep Visuomotor Policies. arxiv ⭐
• Giraffe: Using Deep Reinforcement Learning to Play Chess. arxiv
• Generating Text with Deep Reinforcement Learning. arxiv
• How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies. arxiv
• Human-level control through deep reinforcement learning. nature ⭐
• Incentivizing Exploration In Reinforcement Learning With Deep Predictive Models. arxiv ⭐
• Learning Simple Algorithms from Examples. arxiv
• Language Understanding for Text-based Games Using Deep Reinforcement Learning. pdf ⭐
• Learning Continuous Control Policies by Stochastic Value Gradients.pdf ⭐
• Multiagent Cooperation and Competition with Deep Reinforcement Learning. arxiv
• Maximum Entropy Deep Inverse Reinforcement Learning. arxiv
• Massively Parallel Methods for Deep Reinforcement Learning. pdf] ⭐
• On Learning to Think- Algorithmic Information Theory for Novel Combinations of Reinforcement Learning Controllers and Recurrent Neural World Models. arxiv
• Playing Atari with Deep Reinforcement Learning. arxiv
• Recurrent Reinforcement Learning: A Hybrid Approach. arxiv
• Strategic Dialogue Management via Deep Reinforcement Learning. arxiv
• Towards Vision-Based Deep Reinforcement Learning for Robotic Motion Control. arxiv
• Trust Region Policy Optimization. pdf ⭐
• Universal Value Function Approximators. pdf
• Variational Information Maximisation for Intrinsically Motivated Reinforcement Learning. arxiv

Natural language process

• A Primer on Neural Network Models for Natural Language Processing. [url]
• A Unified Tagging Solution- Bidirectional LSTM Recurrent Neural Network with Word Embedding. [url]
• Alternative structures for character-level RNNs. [url]
• Ask Me Anything- Dynamic Memory Networks for Natural Language Processing. [url] ⭐
• BlackOut- Speeding up Recurrent Neural Network Language Models With Very Large Vocabularies. arxiv
• Character-Aware Neural Language Models. [url] ⭐
• Character-level Convolutional Networks for Text Classification.[url]
• Deep Speech 2- End-to-End Speech Recognition in English and Mandarin. [url] ⭐
• Deep Unordered Composition Rivals Syntactic Methods for Text Classification. pdf code
• Distributed Representations of Sentences and Documents. [url] ⭐
• Dynamic Capacity Networks. [url]
• Exploring Models and Data for Image Question Answering. arxiv tensorflow
• From Word Embeddings To Document Distances. pdf code
• Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks. arxiv pytorch ⭐
• Improved Transition-Based Parsing by Modeling Characters instead of Words with LSTMs. acl
• Larger-Context Language Modeling. [url]
• Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks. pdf code
• Multi-task Sequence to Sequence Learning. [url]
• Natural Language Understanding with Distributed Representation. [url]
• Neural Machine Translation of Rare Words with Subword Units. arxiv
• Neural Responding Machine for Short-Text Conversation. [url]
• Part-of-Speech Tagging with Bidirectional Long Short-Term Memory Recurrent Neural Network. [url]
• Conditional Random Fields as Recurrent Neural Networks. arxiv ⭐
• Reading Scene Text in Deep Convolutional Sequences. [url]
• Recurrent Convolutional Neural Networks for Text Classification. pdf code ⭐
• Semi-supervised Sequence Learning. [url]
• Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. arxiv
• sense2vec - A Fast and Accurate Method for Word Sense Disambiguation In Neural Word Embeddings. [url]
• Sequence Level Training with Recurrent Neural Networks. [url]
• Strategies for Training Large Vocabulary Neural Language Models. [url]
• Towards Universal Paraphrastic Sentence Embeddings. [url]
• Visualizing and Understanding Neural Models in NLP. [url]