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Methodology
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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
Analyzing Offensive Language Dataset Insights from Training Dynamics and Human Agreement Level
COLING 2025
Few-shot domain adaptation for named-entity recognition via joint constrained k-means and subspace selection
COLING 2025
The Promises and Pitfalls of LLM Annotations in Dataset Labeling: a Case Study on Media Bias Detection
NAACL 2025
DynClean: Training Dynamics-based Label Cleaning for Distantly-Supervised Named Entity Recognition
NAACL 2025
UCF-Crime-DVS: A Novel Event-Based Dataset for Video Anomaly Detection with Spiking Neural Networks
AAAI 2025
Selective Contrastive Learning for Weakly Supervised Affordance Grounding
ICCV 2025
Seeing the Trees for the Forest: Rethinking Weakly-Supervised Medical Visual Grounding
ICCV 2025
Beyond the Binary: Analysing Transphobic Hate and Harassment Online
ACL 2025
MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models
ACL 2025
GOLFer: Smaller LMs-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information Retrieval
ACL 2025
TRKT: Weakly Supervised Dynamic Scene Graph Generation with Temporal-enhanced Relation-aware Knowledge Transferring
ICCV 2025
Response Wide Shut? Surprising Observations in Basic Vision Language Model Capabilities
ACL 2025
Team Cantharellus at SemEval-2025 Task 3: Hallucination Span Detection with Fine Tuning on Weakly Supervised Synthetic Data
ACL 2025
Focused-DPO: Enhancing Code Generation Through Focused Preference Optimization on Error-Prone Points
ACL 2025
CA2C: A Prior-Knowledge-Free Approach for Robust Label Noise Learning via Asymmetric Co-learning and Co-training
ICCV 2025
MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models
ACL 2025
Dataground at SemEval-2025 Task 8: Small LLMs and Preference Optimization for Tabular QA
ACL 2025
Adapting Vehicle Detectors for Aerial Imagery to Unseen Domains with Weak Supervision
ICCV 2025
FRACTAL: Fine-Grained Scoring from Aggregate Text Labels
ACL 2025
Automatic concept extraction for learning domain modeling: A weakly supervised approach using contextualized word embeddings
ACL 2025
Highlight What You Want: Weakly-Supervised Instance-Level Controllable Infrared-Visible Image Fusion
ICCV 2025
SeaS: Few-shot Industrial Anomaly Image Generation with Separation and Sharing Fine-tuning
ICCV 2025
More Reliable Pseudo-labels, Better Performance: A Generalized Approach to Single Positive Multi-label Learning
ICCV 2025
Fine‐Tuned Transformers for Detection and Classification of Persuasion Techniques in Slavic Languages
ACL 2025
MisinfoTeleGraph: Network-driven Misinformation Detection for German Telegram Messages
ACL 2025
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