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self-supervised learning

3777 papers

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Also known as

SSL SELF-SL

Co-occurring keywords

representation learning (6206) contrastive learning (4032) transfer learning (5449) unsupervised learning (3264) graph neural network (3962) domain adaptation (4595) multimodal learning (4645) semantic segmentation (3186) depth estimation (1542) knowledge distillation (3725)

Papers

Self-Supervised Pretraining for Large-Scale Point Clouds NIPS 2022
Test-Time Training with Masked Autoencoders NIPS 2022
Scaling Multimodal Pre-Training via Cross-Modality Gradient Harmonization NIPS 2022
How Well Do Unsupervised Learning Algorithms Model Human Real-time and Life-long Learning? NIPS 2022
Why do We Need Large Batchsizes in Contrastive Learning? A Gradient-Bias Perspective NIPS 2022
Self-Supervised Learning via Maximum Entropy Coding NIPS 2022
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training NIPS 2022
Self-Supervised Image Restoration with Blurry and Noisy Pairs NIPS 2022
Exploring evolution-aware & -free protein language models as protein function predictors NIPS 2022
Learning Goal-Conditioned Policies Offline with Self-Supervised Reward Shaping CORL 2022
Gradient-Based Novelty Detection Boosted by Self-Supervised Binary Classification AAAI 2022
Augmentation of Chinese Character Representations with Compositional Graph Learning (Student Abstract) AAAI 2022
MODNet: Real-Time Trimap-Free Portrait Matting via Objective Decomposition AAAI 2022
Barely-Supervised Learning: Semi-supervised Learning with Very Few Labeled Images AAAI 2022
Transcoded Video Restoration by Temporal Spatial Auxiliary Network AAAI 2022
CoCoS: Enhancing Semi-supervised Learning on Graphs with Unlabeled Data via Contrastive Context Sharing AAAI 2022
JAKET: Joint Pre-training of Knowledge Graph and Language Understanding AAAI 2022
RoMe: A Robust Metric for Evaluating Natural Language Generation ACL 2022
SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities ACL 2022
Identifying Coarse-grained Independent Causal Mechanisms with Self-supervision CLEAR 2022
Unified Speech-Text Pre-training for Speech Translation and Recognition ACL 2022
SNP2Vec: Scalable Self-Supervised Pre-Training for Genome-Wide Association Study ACL 2022
OpenHands: Making Sign Language Recognition Accessible with Pose-based Pretrained Models across Languages ACL 2022
Visual-Language Navigation Pretraining via Prompt-based Environmental Self-exploration ACL 2022
TextPruner: A Model Pruning Toolkit for Pre-Trained Language Models ACL 2022