Self-Supervised Learning

Plan Your Target and Learn Your Skills: Transferable State-Only Imitation Learning via Decoupled Policy Optimization ICML 2022 Plugging Self-Supervised Monocular Depth Into Unsupervised Domain Adaptation for Semantic Segmentation WACV 2022 Point-BERT: Pre-Training 3D Point Cloud Transformers With Masked Point Modeling CVPR 2022 Point Cloud Pre-Training With Natural 3D Structures CVPR 2022 Point-Level Region Contrast for Object Detection Pre-Training CVPR 2022 Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training NeurIPS 2022 PONI: Potential Functions for ObjectGoal Navigation With Interaction-Free Learning CVPR 2022 PoseTriplet: Co-Evolving 3D Human Pose Estimation, Imitation, and Hallucination Under Self-Supervision CVPR 2022 Position Prediction as an Effective Pretraining Strategy ICML 2022 Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling AAAI 2022 Predicting scalar diversity with context-driven uncertainty over alternatives ACL 2022 Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation? IJCAI 2022 Pre-trained Adversarial Perturbations NeurIPS 2022 Pre-training Language Models with Deterministic Factual Knowledge EMNLP 2022 Pre-training Molecular Graph Representation with 3D Geometry ICLR 2022 Pre-Training Transformer Decoder for End-to-End ASR Model with Unpaired Speech Data Interspeech 2022 Preventing sensitive-word recognition using self-supervised learning to preserve user-privacy for automatic speech recognition Interspeech 2022 PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization ACL 2022 Primitive3D: 3D Object Dataset Synthesis From Randomly Assembled Primitives CVPR 2022 Privacy-Preserving Models for Legal Natural Language Processing EMNLP 2022 Probabilistic Representations for Video Contrastive Learning CVPR 2022 Probing Pretrained Models of Source Codes EMNLP 2022 Probing Simile Knowledge from Pre-trained Language Models ACL 2022 Probing speech emotion recognition transformers for linguistic knowledge Interspeech 2022 Procedural generalization by planning with self-supervised world models ICLR 2022