Weakly Supervised Learning

Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning ACL 2024 SussexAI at ArAIEval Shared Task: Mitigating Class Imbalance in Arabic Propaganda Detection ACL 2024 Synchronizing Approach in Designing Annotation Guidelines for Multilingual Datasets: A COVID-19 Case Study Using English and Japanese Tweets ACL 2024 TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP without Training AAAI 2024 Taming the Long Tail in Human Mobility Prediction NeurIPS 2024 TCP: Triplet Contrastive-Relationship Preserving for Class-Incremental Learning WACV 2024 Text-aware Speech Separation for Multi-talker Keyword Spotting Interspeech 2024 Text Grafting: Near-Distribution Weak Supervision for Minority Classes in Text Classification EMNLP 2024 Text Prompt with Normality Guidance for Weakly Supervised Video Anomaly Detection CVPR 2024 Textron: Weakly Supervised Multilingual Text Detection Through Data Programming WACV 2024 The ALCHEmist: Automated Labeling 500x CHEaper than LLM Data Annotators NeurIPS 2024 The Empirical Variability of Narrative Perceptions of Social Media Texts EMNLP 2024 The Greek podcast corpus: Competitive speech models for low-resourced languages with weakly supervised data Interspeech 2024 The Group Robustness is in the Details: Revisiting Finetuning under Spurious Correlations NeurIPS 2024 The Impact of Features Used by Algorithms on Perceptions of Fairness IJCAI 2024 The Irrelevance of Influencers: Information Diffusion with Re-Activation and Immunity Lasts Exponentially Long on Social Network Models AAAI 2024 The Many Faces of Optimal Weak-to-Strong Learning NeurIPS 2024 Theoretical Analysis of Weak-to-Strong Generalization NeurIPS 2024 The Parrot Dilemma: Human-Labeled vs. LLM-augmented Data in Classification Tasks EACL 2024 The Perspectivist Paradigm Shift: Assumptions and Challenges of Capturing Human Labels NAACL 2024 The Surprising Effectiveness of SP Voting with Partial Preferences NeurIPS 2024 The Vedic Compound Dataset COLING 2024 T-NET: Weakly Supervised Graph Learning for Combatting Human Trafficking AAAI 2024 ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images CVPR 2024 Toward Robustness in Multi-Label Classification: A Data Augmentation Strategy against Imbalance and Noise AAAI 2024