Representation Learning

Surface-Aligned Neural Radiance Fields for Controllable 3D Human Synthesis CVPR 2022 Surface Representation for Point Clouds CVPR 2022 SURF: Semantic-level Unsupervised Reward Function for Machine Translation NAACL 2022 Survival Mixture Density Networks MLHC 2022 SVGA-Net: Sparse Voxel-Graph Attention Network for 3D Object Detection from Point Clouds AAAI 2022 Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity JMLR 2022 Symmetry-induced Disentanglement on Graphs NeurIPS 2022 Symplectic Momentum Neural Networks - Using Discrete Variational Mechanics as a prior in Deep Learning L4DC 2022 Syntax-Aware Network for Handwritten Mathematical Expression Recognition CVPR 2022 Syntax-guided Contrastive Learning for Pre-trained Language Model ACL 2022 Synthetic Model Combination: An Instance-wise Approach to Unsupervised Ensemble Learning NeurIPS 2022 System 1 + System 2 = Better World: Neural-Symbolic Chain of Logic Reasoning EMNLP 2022 Systematic improvement of neural network quantum states using Lanczos NeurIPS 2022 Table2Graph: Transforming Tabular Data to Unified Weighted Graph IJCAI 2022 Table-based Fact Verification with Self-labeled Keypoint Alignment COLING 2022 Tackling Fake News Detection by Continually Improving Social Context Representations using Graph Neural Networks ACL 2022 TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning NAACL 2022 Tailoring Visual Object Representations to Human Requirements: A Case Study with a Recycling Robot CoRL 2022 Tailor Me: An Editing Network for Fashion Attribute Shape Manipulation WACV 2022 Tales and Tropes: Gender Roles from Word Embeddings in a Century of Children’s Books COLING 2022 TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting ICLR 2022 Targeted Supervised Contrastive Learning for Long-Tailed Recognition CVPR 2022 Target Languages (vs. Inductive Biases) for Learning to Act and Plan AAAI 2022 Task-aware Privacy Preservation for Multi-dimensional Data ICML 2022 Task-guided Disentangled Tuning for Pretrained Language Models ACL 2022