Self-Supervised Learning

Pretraining Representations for Data-Efficient Reinforcement Learning NeurIPS 2021 Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialogue State Tracking ACL 2021 Probabilistic Programming Bots in Intuitive Physics Game Play AAAI 2021 Progressive Correspondence Pruning by Consensus Learning ICCV 2021 Progressive Self-Training with Discriminator for Aspect Term Extraction EMNLP 2021 Progressive Stage-Wise Learning for Unsupervised Feature Representation Enhancement CVPR 2021 Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning CVPR 2021 Prototype Augmentation and Self-Supervision for Incremental Learning CVPR 2021 Prototypical Cross-Domain Self-Supervised Learning for Few-Shot Unsupervised Domain Adaptation CVPR 2021 Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation CVPR 2021 Provable Guarantees for Self-Supervised Deep Learning with Spectral Contrastive Loss NeurIPS 2021 Provable Representation Learning for Imitation with Contrastive Fourier Features NeurIPS 2021 Pseudo Zero Pronoun Resolution Improves Zero Anaphora Resolution EMNLP 2021 PsiPhi-Learning: Reinforcement Learning with Demonstrations using Successor Features and Inverse Temporal Difference Learning ICML 2021 RandomRooms: Unsupervised Pre-Training From Synthetic Shapes and Randomized Layouts for 3D Object Detection ICCV 2021 RankDistil: Knowledge Distillation for Ranking AISTATS 2021 Rapid Exploration for Open-World Navigation with Latent Goal Models CoRL 2021 ReasonBERT: Pre-trained to Reason with Distant Supervision EMNLP 2021 Reasoning Visual Dialog with Sparse Graph Learning and Knowledge Transfer EMNLP 2021 Recall and Learn: A Memory-augmented Solver for Math Word Problems EMNLP 2021 RECALL: Replay-Based Continual Learning in Semantic Segmentation ICCV 2021 Recurrent Independent Mechanisms ICLR 2021 Re-Distributing Biased Pseudo Labels for Semi-Supervised Semantic Segmentation: A Baseline Investigation ICCV 2021 Re-embedding Difficult Samples via Mutual Information Constrained Semantically Oversampling for Imbalanced Text Classification EMNLP 2021 Re-entry Prediction for Online Conversations via Self-Supervised Learning EMNLP 2021