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Methodology
← Learning Types
Machine Learning
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Self-Supervised Learning
8255 directly classified papers
Papers per year
2006: 8
2007: 7
2008: 7
2009: 9
2010: 12
2011: 7
2012: 13
2013: 11
2014: 12
2015: 17
2016: 35
2017: 97
2018: 191
2019: 441
2020: 663
2021: 1166
2022: 1170
2023: 1544
2024: 1323
2025: 1205
2026: 317
Papers
Dually Self-Improved Counterfactual Data Augmentation Using Large Language Model
ACL 2025
Transformer-based Speech Model Learns Well as Infants and Encodes Abstractions through Exemplars in the Poverty of the Stimulus Environment
COLING 2025
Learning to Reason from Feedback at Test-Time
ACL 2025
EchoWorld: Learning Motion-Aware World Models for Echocardiography Probe Guidance
CVPR 2025
ConSim: Measuring Concept-Based Explanations’ Effectiveness with Automated Simulatability
ACL 2025
Making Language Models Robust Against Negation
NAACL 2025
Personalized Text Generation with Contrastive Activation Steering
ACL 2025
Self-Training Meets Consistency: Improving LLMs’ Reasoning with Consistency-Driven Rationale Evaluation
NAACL 2025
MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion
ACL 2025
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset
NAACL 2025
R2-MultiOmnia: Leading Multilingual Multimodal Reasoning via Self-Training
ACL 2025
In-Context Learning with Long-Context Models: An In-Depth Exploration
NAACL 2025
Explicit and Implicit Data Augmentation for Social Event Detection
ACL 2025
What Do VLMs NOTICE? A Mechanistic Interpretability Pipeline for Gaussian-Noise-free Text-Image Corruption and Evaluation
NAACL 2025
Self-Error-Instruct: Generalizing from Errors for LLMs Mathematical Reasoning
ACL 2025
A Template Is All You Meme
NAACL 2025
Improving Preference Extraction In LLMs By Identifying Latent Knowledge Through Classifying Probes
ACL 2025
Analyzing register variation in web texts through automatic segmentation
NAACL 2025
From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding
ACL 2025
Semantic Discrepancy-aware Detector for Image Forgery Identification
ICCV 2025
RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts
ACL 2025
Multimodal Image Matching Based on Cross-Modality Completion Pre-training
IJCAI 2025
Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models
ACL 2025
A Generalized Diffusion Framework with Learnable Propagation Dynamics for Source Localization
IJCAI 2025
S3PT: Scene Semantics and Structure Guided Clustering to Boost Self-Supervised Pre-Training for Autonomous Driving
WACV 2025
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