Representation Learning

The emergence of number and syntax units in LSTM language models NAACL 2019 The Impact of Word Representations on Sequential Neural MWE Identification ACL 2019 The Influence of Distraction on Speech Processing: How Selective is Selective Attention? Interspeech 2019 The Influence of Down-Sampling Strategies on SVD Word Embedding Stability NAACL 2019 The Kernel Interaction Trick: Fast Bayesian Discovery of Pairwise Interactions in High Dimensions ICML 2019 The Laplacian in RL: Learning Representations with Efficient Approximations ICLR 2019 The LORACs Prior for VAEs: Letting the Trees Speak for the Data AISTATS 2019 The Meaning of “Most” for Visual Question Answering Models ACL 2019 The Natural Language of Actions ICML 2019 The OSU/Facebook Realizer for SRST 2019: Seq2Seq Inflection and Serialized Tree2Tree Linearization EMNLP 2019 The Reduced PC-Algorithm: Improved Causal Structure Learning in Large Random Networks JMLR 2019 The Referential Reader: A Recurrent Entity Network for Anaphora Resolution ACL 2019 The Rhetorical Structure of Attribution NAACL 2019 The spiked matrix model with generative priors NeurIPS 2019 The Sup-norm Perturbation of HOSVD and Low Rank Tensor Denoising JMLR 2019 The Termination Critic AISTATS 2019 The Trajectron: Probabilistic Multi-Agent Trajectory Modeling With Dynamic Spatiotemporal Graphs ICCV 2019 The Utility of Sparse Representations for Control in Reinforcement Learning AAAI 2019 Tied Mixture of Factor Analyzers Layer to Combine Frame Level Representations in Neural Speaker Embeddings Interspeech 2019 Tile2Vec: Unsupervised Representation Learning for Spatially Distributed Data AAAI 2019 Time/Accuracy Tradeoffs for Learning a ReLU with respect to Gaussian Marginals NeurIPS 2019 Time-Agnostic Prediction: Predicting Predictable Video Frames ICLR 2019 Time-Out: Temporal Referencing for Robust Modeling of Lexical Semantic Change ACL 2019 Times Are Changing: Investigating the Pace of Language Change in Diachronic Word Embeddings ACL 2019 Title-Guided Encoding for Keyphrase Generation AAAI 2019