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Methodology
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Machine Learning
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Weakly Supervised Learning
3895 directly classified papers
Papers per year
2002: 5
2003: 3
2004: 3
2005: 1
2006: 7
2007: 8
2008: 7
2009: 13
2010: 20
2011: 7
2012: 11
2013: 43
2014: 35
2015: 66
2016: 74
2017: 133
2018: 194
2019: 388
2020: 388
2021: 566
2022: 469
2023: 588
2024: 435
2025: 350
2026: 81
Papers
TSVC: Tripartite Learning with Semantic Variation Consistency for Robust Image-Text Retrieval
AAAI 2025
Disentangling Spatio-Temporal Knowledge for Weakly Supervised Object Detection and Segmentation in Surgical Video
WACV 2025
Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation
AAAI 2025
TRATES: Trait-Specific Rubric-Assisted Cross-Prompt Essay Scoring
ACL 2025
Component-Level Segmentation for Oracle Bone Inscription Decipherment
AAAI 2025
M-BRe: Discovering Training Samples for Relation Extraction from Unlabeled Texts with Large Language Models
EMNLP 2025
In Search of the Lost Arch in Dialogue: A Dependency Dialogue Acts Corpus for Multi-Party Dialogues
ACL 2025
SHIP: Structural Hierarchies for Instance-Dependent Partial Labels
WACV 2025
Navigating Label Ambiguity for Facial Expression Recognition in the Wild
AAAI 2025
Dying or Departing? Euphemism Detection for Death Discourse in Historical Texts
COLING 2025
Navigating Towards Fairness with Data Selection
AAAI 2025
Learning Strategy Representation for Imitation Learning in Multi-Agent Games
AAAI 2025
Can External Validation Tools Improve Annotation Quality for LLM-as-a-Judge?
ACL 2025
Inverse Reinforcement Learning by Estimating Expertise of Demonstrators
AAAI 2025
FGDGNN: Fine-Grained Dynamic Graph Neural Network for Rumor Detection on Social Media
ACL 2025
NCL-AR at SemEval-2025 Task 7: A Sieve Filtering Approach to Refute the Misinformation within Harmful Social Media Posts
ACL 2025
Annotating and Inferring Compositional Structures in Numeral Systems Across Languages
ACL 2025
A Novel Dataset for Classifying German Hate Speech Comments with Criminal Relevance
ACL 2025
Humans Hallucinate Too: Language Models Identify and Correct Subjective Annotation Errors With Label-in-a-Haystack Prompts
EMNLP 2025
Learning from Negative Samples in Biomedical Generative Entity Linking
ACL 2025
WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification
EMNLP 2025
PerspectiveMod: A Perspectivist Resource for Deliberative Moderation
EMNLP 2025
Learning Subjective Label Distributions via Sociocultural Descriptors
EMNLP 2025
STATE ToxiCN: A Benchmark for Span-level Target-Aware Toxicity Extraction in Chinese Hate Speech Detection
ACL 2025
Seeing the Trees for the Forest: Rethinking Weakly-Supervised Medical Visual Grounding
ICCV 2025
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