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Self-Supervised Learning

8,255 papers

Papers per year

Papers

Learning Energy-Based Model with Variational Auto-Encoder as Amortized Sampler AAAI 2021
DAST: Unsupervised Domain Adaptation in Semantic Segmentation Based on Discriminator Attention and Self-Training AAAI 2021
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis AAAI 2021
Contrastive Self-supervised Learning for Graph Classification AAAI 2021
Distilling Localization for Self-Supervised Representation Learning AAAI 2021
Improved Consistency Regularization for GANs AAAI 2021
Visualization of Supervised and Self-Supervised Neural Networks via Attribution Guided Factorization AAAI 2021
Unsupervised Opinion Summarization with Content Planning AAAI 2021
Joint Semantic Analysis with Document-Level Cross-Task Coherence Rewards AAAI 2021
Segatron: Segment-Aware Transformer for Language Modeling and Understanding AAAI 2021
Contextualized Rewriting for Text Summarization AAAI 2021
Learning to Rationalize for Nonmonotonic Reasoning with Distant Supervision AAAI 2021
MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations AAAI 2021
Fake it Till You Make it: Self-Supervised Semantic Shifts for Monolingual Word Embedding Tasks AAAI 2021
DialogBERT: Discourse-Aware Response Generation via Learning to Recover and Rank Utterances AAAI 2021
Humor Knowledge Enriched Transformer for Understanding Multimodal Humor AAAI 2021
Self-supervised Pre-training and Contrastive Representation Learning for Multiple-choice Video QA AAAI 2021
Towards Topic-Aware Slide Generation For Academic Papers With Unsupervised Mutual Learning AAAI 2021
A Graph Reasoning Network for Multi-turn Response Selection via Customized Pre-training AAAI 2021
Generate Your Counterfactuals: Towards Controlled Counterfactual Generation for Text AAAI 2021
Disentangled Motif-aware Graph Learning for Phrase Grounding AAAI 2021
Towards Semantics-Enhanced Pre-Training: Can Lexicon Definitions Help Learning Sentence Meanings? AAAI 2021
SongMASS: Automatic Song Writing with Pre-training and Alignment Constraint AAAI 2021
Learning Contextual Representations for Semantic Parsing with Generation-Augmented Pre-Training AAAI 2021
A Simple and Effective Self-Supervised Contrastive Learning Framework for Aspect Detection AAAI 2021