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Self-Supervised Learning

8,255 papers

Papers per year

Papers

Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling AAAI 2021
Tune-In: Training Under Negative Environments with Interference for Attention Networks Simulating Cocktail Party Effect AAAI 2021
Do Response Selection Models Really Know What’s Next? Utterance Manipulation Strategies for Multi-turn Response Selection AAAI 2021
Learning an Effective Context-Response Matching Model with Self-Supervised Tasks for Retrieval-based Dialogues AAAI 2021
Document-Level Relation Extraction with Reconstruction AAAI 2021
Topic-Aware Multi-turn Dialogue Modeling AAAI 2021
UWSpeech: Speech to Speech Translation for Unwritten Languages AAAI 2021
Making the Relation Matters: Relation of Relation Learning Network for Sentence Semantic Matching AAAI 2021
Self-supervised Bilingual Syntactic Alignment for Neural Machine Translation AAAI 2021
Accelerating Ecological Sciences from Above: Spatial Contrastive Learning for Remote Sensing AAAI 2021
Combining Machine Learning & Reasoning for Biodiversity Data Intelligence AAAI 2021
HOT-VAE: Learning High-Order Label Correlation for Multi-Label Classification via Attention-Based Variational Autoencoders AAAI 2021
Encoding Temporal and Spatial Vessel Context using Self-Supervised Learning Model (Student Abstract) AAAI 2021
Early Prediction of Children’s Task Completion in a Tablet Tutor using Visual Features (Student Abstract) AAAI 2021
Improving Aerial Instance Segmentation in the Dark with Self-Supervised Low Light Enhancement (Student Abstract) AAAI 2021
LAMS: A Location-aware Approach for Multimodal Summarization (Student Abstract) AAAI 2021
MOTIF-Driven Contrastive Learning of Graph Representations AAAI 2021
Demonstration of the EMPATHIC Framework for Task Learning from Implicit Human Feedback AAAI 2021
Bootstrapping Dialog Models from Human to Human Conversation Logs AAAI 2021
PENS: A Dataset and Generic Framework for Personalized News Headline Generation ACL 2021
OoMMix: Out-of-manifold Regularization in Contextual Embedding Space for Text Classification ACL 2021
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations ACL 2021
VoxPopuli: A Large-Scale Multilingual Speech Corpus for Representation Learning, Semi-Supervised Learning and Interpretation ACL 2021
CLIP: A Dataset for Extracting Action Items for Physicians from Hospital Discharge Notes ACL 2021
Reflective Decoding: Beyond Unidirectional Generation with Off-the-Shelf Language Models ACL 2021