Weakly Supervised Learning

Diversity-Aware Annotation for Conversational AI Safety COLING 2024 Diversity Over Size: On the Effect of Sample and Topic Sizes for Topic-Dependent Argument Mining Datasets EMNLP 2024 Do LLMs Overcome Shortcut Learning? An Evaluation of Shortcut Challenges in Large Language Models EMNLP 2024 Don’t Augment, Rewrite? Assessing Abusive Language Detection with Synthetic Data ACL 2024 Don’t Blame the Data, Blame the Model: Understanding Noise and Bias When Learning from Subjective Annotations EACL 2024 Don't Drop Your Samples! Coherence-Aware Training Benefits Conditional Diffusion CVPR 2024 dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans NeurIPS 2024 Dual Expert Distillation Network for Generalized Zero-Shot Learning IJCAI 2024 DuPL: Dual Student with Trustworthy Progressive Learning for Robust Weakly Supervised Semantic Segmentation CVPR 2024 Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification CVPR 2024 Early Stopping Against Label Noise Without Validation Data ICLR 2024 Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision NeurIPS 2024 Efficient and Effective Weakly-Supervised Action Segmentation via Action-Transition-Aware Boundary Alignment CVPR 2024 Empowering Low-Resource Language ASR via Large-Scale Pseudo Labeling Interspeech 2024 Energy-based Hopfield Boosting for Out-of-Distribution Detection NeurIPS 2024 Enhancing Distantly Supervised Named Entity Recognition with Strong Label Guided Lottery Training COLING 2024 Enhancing Multi-Label Text Classification under Label-Dependent Noise: A Label-Specific Denoising Framework EMNLP 2024 Estimating Conditional Average Treatment Effects via Sufficient Representation Learning IJCAI 2024 Estimating Noisy Class Posterior with Part-level Labels for Noisy Label Learning CVPR 2024 Evaluating Psychological Safety of Large Language Models EMNLP 2024 Explicit Attribute Extraction in e-Commerce Search COLING 2024 Exploiting Conjugate Label Information for Multi-Instance Partial-Label Learning IJCAI 2024 Exploiting Intrinsic Multilateral Logical Rules for Weakly Supervised Natural Language Video Localization ACL 2024 Explore Spurious Correlations at the Concept Level in Language Models for Text Classification ACL 2024 Exploring Memorization in Fine-tuned Language Models ACL 2024