Natural Language Processing

Modeling Order in Neural Word Embeddings at Scale ICML 2015 Model Selection for Topic Models via Spectral Decomposition AISTATS 2015 Morphological Paradigms: Computational Structure and Unsupervised Learning NAACL 2015 Rapidly Mixing Gibbs Sampling for a Class of Factor Graphs Using Hierarchy Width NeurIPS 2015 Rethinking LDA: Moment Matching for Discrete ICA NeurIPS 2015 Robust Spectral Inference for Joint Stochastic Matrix Factorization NeurIPS 2015 Scalable Deep Poisson Factor Analysis for Topic Modeling ICML 2015 Semi-supervised Convolutional Neural Networks for Text Categorization via Region Embedding NeurIPS 2015 Semi-supervised Sequence Learning NeurIPS 2015 Show and Tell: A Neural Image Caption Generator CVPR 2015 Show, Attend and Tell: Neural Image Caption Generation with Visual Attention ICML 2015 Skip-Thought Vectors NeurIPS 2015 SOM: Semantic Obviousness Metric for Image Quality Assessment CVPR 2015 Teaching Machines to Read and Comprehend NeurIPS 2015 The Bayesian Echo Chamber: Modeling Social Influence via Linguistic Accommodation AISTATS 2015 VQA: Visual Question Answering ICCV 2015 Weighted Theta Functions and Embeddings with Applications to Max-Cut, Clustering and Summarization NeurIPS 2015 Altitude Training: Strong Bounds for Single-Layer Dropout NeurIPS 2014 A Multiplicative Model for Learning Distributed Text-Based Attribute Representations NeurIPS 2014 A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input NeurIPS 2014 Analysis of Variational Bayesian Latent Dirichlet Allocation: Weaker Sparsity Than MAP NeurIPS 2014 An Autoencoder Approach to Learning Bilingual Word Representations NeurIPS 2014 A provable SVD-based algorithm for learning topics in dominant admixture corpus NeurIPS 2014 Beta-Negative Binomial Process and Exchangeable Random Partitions for Mixed-Membership Modeling NeurIPS 2014 Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs NeurIPS 2014