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Self-Supervised Learning

2959 directly classified papers

Papers per year

Papers

Maximum Likelihood Training for Score-based Diffusion ODEs by High Order Denoising Score Matching ICML 2022
Local Augmentation for Graph Neural Networks ICML 2022
Let Invariant Rationale Discovery Inspire Graph Contrastive Learning ICML 2022
Bridging the Gap between Recognition-level Pre-training and Commonsensical Vision-language Tasks ACL 2022
Learning-by-Narrating: Narrative Pre-Training for Zero-Shot Dialogue Comprehension ACL 2022
Leveraging Unimodal Self-Supervised Learning for Multimodal Audio-Visual Speech Recognition ACL 2022
Maslow’s Hammer in Catastrophic Forgetting: Node Re-Use vs. Node Activation ICML 2022
Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning ICML 2022
Towards Abstractive Grounded Summarization of Podcast Transcripts ACL 2022
Exploring the Gap between Collapsed & Whitened Features in Self-Supervised Learning ICML 2022
FORTAP: Using Formulas for Numerical-Reasoning-Aware Table Pretraining ACL 2022
Language-agnostic BERT Sentence Embedding ACL 2022
Faithful or Extractive? On Mitigating the Faithfulness-Abstractiveness Trade-off in Abstractive Summarization ACL 2022
MBGRLp: Multiscale Bootstrap Graph Representation Learning on Pointcloud (Student Abstract) AAAI 2022
Reducing Catastrophic Forgetting in Self Organizing Maps with Internally-Induced Generative Replay (Student Abstract) AAAI 2022
OpenHands: Making Sign Language Recognition Accessible with Pose-based Pretrained Models across Languages ACL 2022
Learning Contrastive Multi-View Graphs for Recommendation (Student Abstract) AAAI 2022
From Video to Images: Contrastive Pretraining for Emotion Recognition from Single Image (Student Abstract) AAAI 2022
MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER ACL 2022
Cross-Modal Discrete Representation Learning ACL 2022
Understanding Iterative Revision from Human-Written Text ACL 2022
GLM: General Language Model Pretraining with Autoregressive Blank Infilling ACL 2022
DEAM: Dialogue Coherence Evaluation using AMR-based Semantic Manipulations ACL 2022
SimIPU: Simple 2D Image and 3D Point Cloud Unsupervised Pre-training for Spatial-Aware Visual Representations AAAI 2022
Self-Supervised Spatiotemporal Representation Learning by Exploiting Video Continuity AAAI 2022