Weakly Supervised Learning

Graphically Speaking: Unmasking Abuse in Social Media with Conversation Insights ACL 2025 GROOT-2: Weakly Supervised Multimodal Instruction Following Agents ICLR 2025 Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions ICLR 2025 Guiding Through Complexity: What Makes Good Supervision for Hard Reasoning Tasks? NAACL 2025 Hard Negatives, Hard Lessons: Revisiting Training Data Quality for Robust Information Retrieval with LLMs EMNLP 2025 Harnessing Global-Local Collaborative Adversarial Perturbation for Anti-Customization CVPR 2025 HiERO: Understanding the Hierarchy of Human Behavior Enhances Reasoning on Egocentric Videos ICCV 2025 Highlight What You Want: Weakly-Supervised Instance-Level Controllable Infrared-Visible Image Fusion ICCV 2025 Holistic Unlearning Benchmark: A Multi-Faceted Evaluation for Text-to-Image Diffusion Model Unlearning ICCV 2025 How Do Social Bots Participate in Misinformation Spread? A Comprehensive Dataset and Analysis EMNLP 2025 How much of my dataset did you use? Quantitative Data Usage Inference in Machine Learning ICLR 2025 How to Learn in a Noisy World? Self-Correcting the Real-World Data Noise in Machine Translation NAACL 2025 How to Mitigate Overfitting in Weak-to-strong Generalization? ACL 2025 Humans Hallucinate Too: Language Models Identify and Correct Subjective Annotation Errors With Label-in-a-Haystack Prompts EMNLP 2025 Hybrid Annotation for Propaganda Detection: Integrating LLM Pre-Annotations with Human Intelligence ACL 2025 Hybrid Preferences: Learning to Route Instances for Human vs. AI Feedback ACL 2025 Hydra-SGG: Hybrid Relation Assignment for One-stage Scene Graph Generation ICLR 2025 Identification of Multiple Logical Interpretations in Counter-Arguments EMNLP 2025 Identifying Noise in Human-Created Datasets using Training Dynamics from Generative Models EMNLP 2025 Identifying Rare Languages in Common Crawl Data is a Needles-in-a-Haystack Problem EMNLP 2025 IMLE Policy: Fast and Sample Efficient Visuomotor Policy Learning via Implicit Maximum Likelihood Estimation RSS 2025 Implicit Location-Caption Alignment via Complementary Masking for Weakly-Supervised Dense Video Captioning AAAI 2025 Importance-weighted Positive-unlabeled Learning for Distribution Shift Adaptation AISTATS 2025 Improving Medical Large Vision-Language Models with Abnormal-Aware Feedback ACL 2025 Imputation for prediction: beware of diminishing returns. ICLR 2025