Self-Supervised Learning

Recent Advances in Pre-trained Language Models: Why Do They Work and How Do They Work AACL 2022 Reciprocal MIND MELD: Improving Learning From Demonstration via Personalized, Reciprocal Teaching CoRL 2022 Reconstruction Enhanced Multi-View Contrastive Learning for Anomaly Detection on Attributed Networks IJCAI 2022 Recurrent Dynamic Embedding for Video Object Segmentation CVPR 2022 Reducing Domain mismatch in Self-supervised speech pre-training Interspeech 2022 Reinforcement Learning with Action-Free Pre-Training from Videos ICML 2022 Reliability Exploration with Self-Ensemble Learning for Domain Adaptive Person Re-identification AAAI 2022 RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning ICLR 2022 RePre: Improving Self-Supervised Vision Transformer with Reconstructive Pre-training IJCAI 2022 Representation Learning for Conversational Data using Discourse Mutual Information Maximization NAACL 2022 Representation Learning for Maximization of MI, Nonlinear ICA and Nonlinear Subspaces with Robust Density Ratio Estimation JMLR 2022 Representation Learning for Object Detection from Unlabeled Point Cloud Sequences CoRL 2022 Representation Learning for Online and Offline RL in Low-rank MDPs ICLR 2022 Residual Contrastive Learning for Image Reconstruction: Learning Transferable Representations from Noisy Images IJCAI 2022 Restoring Hebrew Diacritics Without a Dictionary NAACL 2022 Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination NeurIPS 2022 Rethinking Generalization in Few-Shot Classification NeurIPS 2022 Rethinking Goal-Conditioned Supervised Learning and Its Connection to Offline RL ICLR 2022 Rethinking Minimal Sufficient Representation in Contrastive Learning CVPR 2022 Rethinking Self-Supervision Objectives for Generalizable Coherence Modeling ACL 2022 Rethinking Value Function Learning for Generalization in Reinforcement Learning NeurIPS 2022 Retrieval-guided Counterfactual Generation for QA ACL 2022 Retriever: Learning Content-Style Representation as a Token-Level Bipartite Graph ICLR 2022 RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder EMNLP 2022 Revealing the Excitation Causality between Climate and Political Violence via a Neural Forward-Intensity Poisson Process IJCAI 2022