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Representation Learning

2843 directly classified papers

Papers per year

Papers

Temporal Information Extraction by Predicting Relative Time-lines EMNLP 2018
Put It Back: Entity Typing with Language Model Enhancement EMNLP 2018
Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation NAACL 2018
A Probabilistic Model for Joint Learning of Word Embeddings from Texts and Images EMNLP 2018
Joint Embedding of Words and Labels for Text Classification ACL 2018
Cross-Domain Sentiment Classification with Target Domain Specific Information ACL 2018
Investigating the Challenges of Temporal Relation Extraction from Clinical Text EMNLP 2018
Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency EMNLP 2018
Sparse Learning in Gaussian Chain Graphs for State Space Models PGM 2018
GraphBit: Bitwise Interaction Mining via Deep Reinforcement Learning CVPR 2018
Adversarial Learning with Local Coordinate Coding ICML 2018
Discovering Interpretable Representations for Both Deep Generative and Discriminative Models ICML 2018
The Fine Line between Linguistic Generalization and Failure in Seq2Seq-Attention Models NAACL 2018
Early Text Classification Using Multi-Resolution Concept Representations NAACL 2018
Combining Deep Learning and Topic Modeling for Review Understanding in Context-Aware Recommendation NAACL 2018
Commonsense Justification for Action Explanation EMNLP 2018
On the challenges of learning with inference networks on sparse, high-dimensional data AISTATS 2018
Encoding Conversation Context for Neural Keyphrase Extraction from Microblog Posts NAACL 2018
Personalized neural language models for real-world query auto completion NAACL 2018
Mixed Feelings: Natural Text Generation with Variable, Coexistent Affective Categories ACL 2018
Towards Robust and Privacy-preserving Text Representations ACL 2018
Cold-Start Aware User and Product Attention for Sentiment Classification ACL 2018
Learning Domain-Sensitive and Sentiment-Aware Word Embeddings ACL 2018
Weakly Supervised Semantic Parsing with Abstract Examples ACL 2018
What Action Causes This? Towards Naive Physical Action-Effect Prediction ACL 2018