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Self-Supervised Learning

2959 directly classified papers

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Papers

DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations ACL 2021
Robust Representation Learning via Perceptual Similarity Metrics ICML 2021
Conjugate Energy-Based Models ICML 2021
SeLFVi: Self-Supervised Light-Field Video Reconstruction From Stereo Video ICCV 2021
Deep Hybrid Self-Prior for Full 3D Mesh Generation ICCV 2021
Reinforcement Learning with Prototypical Representations ICML 2021
Barlow Twins: Self-Supervised Learning via Redundancy Reduction ICML 2021
Self-supervised Network Evolution for Few-shot Classification IJCAI 2021
Pairwise Half-graph Discrimination: A Simple Graph-level Self-supervised Strategy for Pre-training Graph Neural Networks IJCAI 2021
Heterogeneous Graph Information Bottleneck IJCAI 2021
Hierarchical Self-supervised Augmented Knowledge Distillation IJCAI 2021
Self-Supervised Video Representation Learning with Constrained Spatiotemporal Jigsaw IJCAI 2021
Multi-View Information-Bottleneck Representation Learning AAAI 2021
Enhancing Unsupervised Video Representation Learning by Decoupling the Scene and the Motion AAAI 2021
Contrastive Transformation for Self-supervised Correspondence Learning AAAI 2021
Self-Supervised Attention-Aware Reinforcement Learning AAAI 2021
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis AAAI 2021
Knowledge-Guided Object Discovery with Acquired Deep Impressions AAAI 2021
Contrastive Self-supervised Learning for Graph Classification AAAI 2021
Submodular Span, with Applications to Conditional Data Summarization AAAI 2021
Unsupervised Opinion Summarization with Content Planning AAAI 2021
Fake it Till You Make it: Self-Supervised Semantic Shifts for Monolingual Word Embedding Tasks AAAI 2021
SARG: A Novel Semi Autoregressive Generator for Multi-turn Incomplete Utterance Restoration AAAI 2021
Flexible Non-Autoregressive Extractive Summarization with Threshold: How to Extract a Non-Fixed Number of Summary Sentences AAAI 2021
An Unsupervised Sampling Approach for Image-Sentence Matching Using Document-level Structural Information AAAI 2021