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unsupervised representation learning

78 papers

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representation learning (30) unsupervised learning (22) contrastive learning (18) self-supervised learning (15) feature learning (8) transfer learning (7) graph neural network (6) generative adversarial network (5) video representation (4) negative sampling (4)

Papers

Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment NeurIPS 2022 Collaborative Unsupervised Visual Representation Learning From Decentralized Data ICCV 2021 DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations ACL 2021 Dense Unsupervised Learning for Video Segmentation NeurIPS 2021 Heterogeneous Graph Information Bottleneck IJCAI 2021 HiABP: Hierarchical Initialized ABP for Unsupervised Representation Learning AAAI 2021 Jigsaw Clustering for Unsupervised Visual Representation Learning CVPR 2021 Multiresolution Knowledge Distillation for Anomaly Detection CVPR 2021 Repurposing GANs for One-Shot Semantic Part Segmentation CVPR 2021 RSPNet: Relative Speed Perception for Unsupervised Video Representation Learning AAAI 2021 SeCo: Exploring Sequence Supervision for Unsupervised Representation Learning AAAI 2021 SelfAugment: Automatic Augmentation Policies for Self-Supervised Learning CVPR 2021 Skeleton Cloud Colorization for Unsupervised 3D Action Representation Learning ICCV 2021 Spatial Temporal Enhanced Contrastive and Pretext Learning for Skeleton-based Action Representation ACML 2021 Temporal Knowledge Consistency for Unsupervised Visual Representation Learning ICCV 2021 The Zero Resource Speech Challenge 2021: Spoken Language Modelling Interspeech 2021 Unsupervised Representation Learning for Speech Activity Detection in the Fearless Steps Challenge 2021 Interspeech 2021 Unsupervised Representation Learning via Neural Activation Coding ICML 2021 Using Radio Archives for Low-Resource Speech Recognition: Towards an Intelligent Virtual Assistant for Illiterate Users AAAI 2021 Viewmaker Networks: Learning Views for Unsupervised Representation Learning ICLR 2021 Do sequence-to-sequence VAEs learn global features of sentences? EMNLP 2020 Evaluating Unsupervised Representation Learning for Detecting Stances of Fake News COLING 2020 Evolving Losses for Unsupervised Video Representation Learning CVPR 2020 Exploring the Use of an Unsupervised Autoregressive Model as a Shared Encoder for Text-Dependent Speaker Verification Interspeech 2020 Graph Contrastive Learning with Augmentations NeurIPS 2020