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Methodology
← Learning Types
Machine Learning
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Learning Types
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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
LimRank: Less is More for Reasoning-Intensive Information Reranking
EMNLP 2025
Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment
EMNLP 2025
REGULAR: A Framework for Relation-Guided Multi-Span Question Generation
IJCNLP 2025
WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification
EMNLP 2025
Learning from Sufficient Rationales: Analysing the Relationship Between Explanation Faithfulness and Token-level Regularisation Strategies
IJCNLP 2025
Are the Values of LLMs Structurally Aligned with Humans? A Causal Perspective
ACL 2025
M-BRe: Discovering Training Samples for Relation Extraction from Unlabeled Texts with Large Language Models
EMNLP 2025
Humans Hallucinate Too: Language Models Identify and Correct Subjective Annotation Errors With Label-in-a-Haystack Prompts
EMNLP 2025
Measuring scalar constructs in social science with LLMs
EMNLP 2025
Fast Multi-Instance Partial-Label Learning
AAAI 2025
Multi-Instance Multi-Label Classification from Crowdsourced Labels
AAAI 2025
Navigating Towards Fairness with Data Selection
AAAI 2025
An Exemplar-based Framework for Chinese Text Recognition
AAAI 2025
Debate Helps Weak-to-Strong Generalization
AAAI 2025
Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing
ACL 2025
Component-Level Segmentation for Oracle Bone Inscription Decipherment
AAAI 2025
Optimizing Label Assignment for Weakly Supervised Person Search
AAAI 2025
Inverse Reinforcement Learning by Estimating Expertise of Demonstrators
AAAI 2025
Navigating Label Ambiguity for Facial Expression Recognition in the Wild
AAAI 2025
Similar Modality Enhancement and Action Consistency Learning for Weakly Supervised Temporal Action Localization
AAAI 2025
Calibrated Disambiguation for Partial Multi-label Learning
AAAI 2025
TSVC: Tripartite Learning with Semantic Variation Consistency for Robust Image-Text Retrieval
AAAI 2025
Federated Learning with Sample-level Client Drift Mitigation
AAAI 2025
Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation
AAAI 2025
Federated Weakly Supervised Video Anomaly Detection with Multimodal Prompt
AAAI 2025
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