Representation Learning

Decoupled Networks CVPR 2018 Decoupling Gradient-Like Learning Rules from Representations ICML 2018 DeepAlignment: Unsupervised Ontology Matching with Refined Word Vectors NAACL 2018 Deep Asymmetric Multi-task Feature Learning ICML 2018 Deep Attributed Network Embedding IJCAI 2018 Deep Attribute Guided Representation for Heterogeneous Face Recognition IJCAI 2018 Deep Contextualized Word Representations NAACL 2018 Deep Convex Representations: Feature Representations for Bioacoustics Classification Interspeech 2018 Deep Correlation Structure Preserved Label Space Embedding for Multi-label Classification ACML 2018 Deep Density Destructors ICML 2018 Deep Dungeons and Dragons: Learning Character-Action Interactions from Role-Playing Game Transcripts NAACL 2018 Deep Enhanced Representation for Implicit Discourse Relation Recognition COLING 2018 Deep Extractor Network for Target Speaker Recovery from Single Channel Speech Mixtures Interspeech 2018 Deep Functional Dictionaries: Learning Consistent Semantic Structures on 3D Models from Functions NeurIPS 2018 Deep Generative Markov State Models NeurIPS 2018 Deep Generative Models for Distribution-Preserving Lossy Compression NeurIPS 2018 Deep Generative Models with Learnable Knowledge Constraints NeurIPS 2018 Deep Homogeneous Mixture Models: Representation, Separation, and Approximation NeurIPS 2018 Deep into Hypersphere: Robust and Unsupervised Anomaly Discovery in Dynamic Networks IJCAI 2018 Deep Learning in Paralinguistic Recognition Tasks: Are Hand-crafted Features Still Relevant? Interspeech 2018 Deep Learning the Ising Model Near Criticality JMLR 2018 Deeply Fused Speaker Embeddings for Text-Independent Speaker Verification Interspeech 2018 Deep Marching Cubes: Learning Explicit Surface Representations CVPR 2018 Deep Models of Interactions Across Sets ICML 2018 Deep Multi-instance Learning with Dynamic Pooling ACML 2018