Self-Supervised Learning

Towards a Model-Theoretic View of Narratives NAACL 2021 Towards Domain-Agnostic Contrastive Learning ICML 2021 Towards Emotional Support Dialog Systems ACL 2021 Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis ICLR 2021 Towards Generative Aspect-Based Sentiment Analysis ACL 2021 Towards High Fidelity Monocular Face Reconstruction With Rich Reflectance Using Self-Supervised Learning and Ray Tracing ICCV 2021 Towards Navigation by Reasoning over Spatial Configurations ACL 2021 Towards Open-World Feature Extrapolation: An Inductive Graph Learning Approach NeurIPS 2021 Towards Semantics-Enhanced Pre-Training: Can Lexicon Definitions Help Learning Sentence Meanings? AAAI 2021 Towards Topic-Aware Slide Generation For Academic Papers With Unsupervised Mutual Learning AAAI 2021 Towards Unsupervised Phone and Word Segmentation Using Self-Supervised Vector-Quantized Neural Networks Interspeech 2021 Towards Visual Question Answering on Pathology Images ACL 2021 Towards Zero-shot Commonsense Reasoning with Self-supervised Refinement of Language Models EMNLP 2021 Toward Understanding the Feature Learning Process of Self-supervised Contrastive Learning ICML 2021 “Train one, Classify one, Teach one” - Cross-surgery transfer learning for surgical step recognition MIDL 2021 Trash To Treasure: Harvesting OOD Data With Cross-Modal Matching for Open-Set Semi-Supervised Learning ICCV 2021 TravelNet: Self-Supervised Physically Plausible Hand Motion Learning From Monocular Color Images ICCV 2021 Trigger is Not Sufficient: Exploiting Frame-aware Knowledge for Implicit Event Argument Extraction ACL 2021 TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding Learning EMNLP 2021 TTT++: When Does Self-Supervised Test-Time Training Fail or Thrive? NeurIPS 2021 Tune-In: Training Under Negative Environments with Interference for Attention Networks Simulating Cocktail Party Effect AAAI 2021 Uncertainty and Surprisal Jointly Deliver the Punchline: Exploiting Incongruity-Based Features for Humor Recognition ACL 2021 Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning NeurIPS 2021 Understanding self-supervised learning dynamics without contrastive pairs ICML 2021 Understanding the Behaviour of Contrastive Loss CVPR 2021