Weakly Supervised Learning

PAC Guarantees and Effective Algorithms for Detecting Novel Categories JMLR 2022 Paraphrasing Is All You Need for Novel Object Captioning NeurIPS 2022 Partial and Asymmetric Contrastive Learning for Out-of-Distribution Detection in Long-Tailed Recognition ICML 2022 Partial Label Learning via Label Influence Function ICML 2022 Partially Humanizing Weak Supervision: Towards a Better Low Resource Pipeline for Spoken Language Understanding EMNLP 2022 Partial Multi-Label Learning via Large Margin Nearest Neighbour Embeddings AAAI 2022 PatternRank: Jointly Ranking Patterns and Extractions for Relation Extraction Using Graph-Based Algorithms COLING 2022 PcMSP: A Dataset for Scientific Action Graphs Extraction from Polycrystalline Materials Synthesis Procedure Text EMNLP 2022 Phrase-Level Localization of Inconsistency Errors in Summarization by Weak Supervision COLING 2022 PiCO: Contrastive Label Disambiguation for Partial Label Learning ICLR 2022 PInKS: Preconditioned Commonsense Inference with Minimal Supervision AACL 2022 PNP: Robust Learning From Noisy Labels by Probabilistic Noise Prediction CVPR 2022 Pointly-Supervised Instance Segmentation CVPR 2022 Posistive-Unlabeled Learning via Optimal Transport and Margin Distribution IJCAI 2022 Positive-Unlabeled Learning using Random Forests via Recursive Greedy Risk Minimization NeurIPS 2022 PRBoost: Prompt-Based Rule Discovery and Boosting for Interactive Weakly-Supervised Learning ACL 2022 Predicting Above-Sentence Discourse Structure Using Distant Supervision from Topic Segmentation AAAI 2022 Probabilistic Warp Consistency for Weakly-Supervised Semantic Correspondences CVPR 2022 Programmable Annotation with Diversed Heuristics and Data Denoising COLING 2022 Propagation Regularizer for Semi-Supervised Learning With Extremely Scarce Labeled Samples CVPR 2022 Prototype-Anchored Learning for Learning with Imperfect Annotations ICML 2022 Prototype-Representations for Training Data Filtering in Weakly-Supervised Information Extraction EMNLP 2022 Pseudo-Q: Generating Pseudo Language Queries for Visual Grounding CVPR 2022 QuickGraph: A Rapid Annotation Tool for Knowledge Graph Extraction from Technical Text ACL 2022 Reducing Disambiguation Biases in NMT by Leveraging Explicit Word Sense Information NAACL 2022