Weakly Supervised Learning

Spatial Classification with Limited Observations Based on Physics-Aware Structural Constraint AAAI 2020 Speech2Action: Cross-Modal Supervision for Action Recognition CVPR 2020 Spoken Content and Voice Factorization for Few-Shot Speaker Adaptation Interspeech 2020 Spoken Language ‘Grammatical Error Correction’ Interspeech 2020 Stable Learning via Sample Reweighting AAAI 2020 STANDER: An Expert-Annotated Dataset for News Stance Detection and Evidence Retrieval EMNLP 2020 State-only Imitation with Transition Dynamics Mismatch ICLR 2020 Strength from Weakness: Fast Learning Using Weak Supervision ICML 2020 Structured Prediction with Partial Labelling through the Infimum Loss ICML 2020 Summarizing Text on Any Aspects: A Knowledge-Informed Weakly-Supervised Approach EMNLP 2020 Supersense and Sensibility: Proxy Tasks for Semantic Annotation of Prepositions COLING 2020 Supervised Discovery of Unknown Unknowns through Test Sample Mining (Student Abstract) AAAI 2020 SUPP.AI: finding evidence for supplement-drug interactions ACL 2020 Syntactic Data Augmentation Increases Robustness to Inference Heuristics ACL 2020 Syntax-Aware Opinion Role Labeling with Dependency Graph Convolutional Networks ACL 2020 TaBERT: Pretraining for Joint Understanding of Textual and Tabular Data ACL 2020 TaPas: Weakly Supervised Table Parsing via Pre-training ACL 2020 Targeted Content Feedback in Spoken Language Learning and Assessment Interspeech 2020 Task Agnostic Robust Learning on Corrupt Outputs by Correlation-Guided Mixture Density Networks CVPR 2020 Task Understanding from Confusing Multi-task Data ICML 2020 Teaching Machine Comprehension with Compositional Explanations EMNLP 2020 Tell Me What They're Holding: Weakly-Supervised Object Detection with Transferable Knowledge from Human-Object Interaction AAAI 2020 Temporal Mental Health Dynamics on Social Media EMNLP 2020 Temporal Positive-unlabeled Learning for Biomedical Hypothesis Generation via Risk Estimation NeurIPS 2020 Text-based Person Search via Attribute-aided Matching WACV 2020