Representation Learning

Learning Representations of Sets through Optimized Permutations ICLR 2019 Learning Robust Representations by Projecting Superficial Statistics Out ICLR 2019 Poincare Glove: Hyperbolic Word Embeddings ICLR 2019 Revealing interpretable object representations from human behavior ICLR 2019 Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces AAAI 2019 Adversarial Contrastive Estimation ACL 2018 A Framework for the Quantitative Evaluation of Disentangled Representations ICLR 2018 All-but-the-Top: Simple and Effective Postprocessing for Word Representations ICLR 2018 Combining Symbolic Expressions and Black-box Function Evaluations in Neural Programs ICLR 2018 Emergence of grid-like representations by training recurrent neural networks to perform spatial localization ICLR 2018 GILBO: One Metric to Measure Them All NeurIPS 2018 Hierarchical Density Order Embeddings ICLR 2018 Integrating Recurrence Dynamics for Speech Emotion Recognition Interspeech 2018 Semantically Decomposing the Latent Spaces of Generative Adversarial Networks ICLR 2018 Understanding image motion with group representations ICLR 2018 Domain Separation Networks NeurIPS 2016 Exponential Family Embeddings NeurIPS 2016 Cross-Domain Matching for Bag-of-Words Data via Kernel Embeddings of Latent Distributions NeurIPS 2015 Discriminative Robust Transformation Learning NeurIPS 2015 A Multiplicative Model for Learning Distributed Text-Based Attribute Representations NeurIPS 2014 An Autoencoder Approach to Learning Bilingual Word Representations NeurIPS 2014 Deep Learning Face Representation by Joint Identification-Verification NeurIPS 2014 Discovering Structure in High-Dimensional Data Through Correlation Explanation NeurIPS 2014 Learning on graphs using Orthonormal Representation is Statistically Consistent NeurIPS 2014 Multi-View Perceptron: a Deep Model for Learning Face Identity and View Representations NeurIPS 2014