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Methodology
← Learning Types
Machine Learning
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Learning Types
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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
Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models
NAACL 2025
RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs
NAACL 2025
Optimizing Cost-Efficiency with LLM-Generated Training Data for Conversational Semantic Frame Analysis
NAACL 2025
Wenzhou Dialect Speech to Mandarin Text Conversion
NAACL 2025
Punctuation Restoration Improves Structure Understanding without Supervision
NAACL 2025
Know Thyself: Validating Knowledge Awareness of LLM-based Persona Agents
NAACL 2025
Will the Prince Get True Love’s Kiss? On the Model Sensitivity to Gender Perturbation over Fairytale Texts
NAACL 2025
Modeling the Evolution of English Noun Compounds with Feature-Rich Diachronic Compositionality Prediction
ACL 2025
U-ViLAR: Uncertainty-Aware Visual Localization for Autonomous Driving via Differentiable Association and Registration
ICCV 2025
SHuBERT: Self-Supervised Sign Language Representation Learning via Multi-Stream Cluster Prediction
ACL 2025
Learning Valid Dual Bounds in Constraint Programming: Boosted Lagrangian Decomposition with Self-Supervised Learning
AAAI 2025
Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond
ACL 2025
Ensemble Foreground Management for Unsupervised Object Discovery
ICCV 2025
Failing Forward: Improving Generative Error Correction for ASR with Synthetic Data and Retrieval Augmentation
ACL 2025
Adaptive Dataset Quantization
AAAI 2025
PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence
ACL 2025
Pretrained Reversible Generation as Unsupervised Visual Representation Learning
ICCV 2025
I see what you mean: Co-Speech Gestures for Reference Resolution in Multimodal Dialogue
ACL 2025
DeGauss: Dynamic-Static Decomposition with Gaussian Splatting for Distractor-free 3D Reconstruction
ICCV 2025
Sparse Rewards Can Self-Train Dialogue Agents
ACL 2025
GRAIN: Multi-Granular and Implicit Information Aggregation Graph Neural Network for Heterophilous Graphs
AAAI 2025
Decoder-Only LLMs can be Masked Auto-Encoders
ACL 2025
Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification
AAAI 2025
ScanEZ: Integrating Cognitive Models with Self-Supervised Learning for Spatiotemporal Scanpath Prediction
ACL 2025
Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image Denoising
AAAI 2025
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