Representation Learning

To what extent do human explanations of model behavior align with actual model behavior? EMNLP 2021 Tracing variation in discourse connectives in translation and interpreting through neural semantic spaces EMNLP 2021 Tractable Density Estimation on Learned Manifolds with Conformal Embedding Flows NeurIPS 2021 Trainable Ranking Models to Evaluate the Semantic Accuracy of Data-to-Text Neural Generator EMNLP 2021 Transformation Driven Visual Reasoning CVPR 2021 Transformer Feed-Forward Layers Are Key-Value Memories EMNLP 2021 Translation Transformers Rediscover Inherent Data Domains EMNLP 2021 TreeCaps: Tree-Based Capsule Networks for Source Code Processing AAAI 2021 TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning EMNLP 2021 TWAG: A Topic-Guided Wikipedia Abstract Generator ACL 2021 Ultra-High-Definition Image Dehazing via Multi-Guided Bilateral Learning CVPR 2021 Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval EMNLP 2021 Uncalibrated Neural Inverse Rendering for Photometric Stereo of General Surfaces CVPR 2021 Uncertainty-Aware Multi-View Representation Learning AAAI 2021 Uncertainty-Driven Loss for Single Image Super-Resolution NeurIPS 2021 UNIMO: Towards Unified-Modal Understanding and Generation via Cross-Modal Contrastive Learning ACL 2021 Universal Sentence Representation Learning with Conditional Masked Language Model EMNLP 2021 Unsupervised Contextualized Document Representation EMNLP 2021 Unsupervised Degradation Representation Learning for Blind Super-Resolution CVPR 2021 Unsupervised Extractive Summarization-Based Representations for Accurate and Explainable Collaborative Filtering ACL 2021 Unsupervised Human Pose Estimation Through Transforming Shape Templates CVPR 2021 Unsupervised Hyperbolic Metric Learning CVPR 2021 Using Pause Information for More Accurate Entity Recognition EMNLP 2021 ValNorm Quantifies Semantics to Reveal Consistent Valence Biases Across Languages and Over Centuries EMNLP 2021 Variational Empowerment as Representation Learning for Goal-Conditioned Reinforcement Learning ICML 2021