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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
Modality-Guided Dynamic Graph Fusion and Temporal Diffusion for Self-Supervised RGB-T Tracking
IJCAI 2025
EAGLE: Expert-Guided Self-Enhancement for Preference Alignment in Pathology Large Vision-Language Model
ACL 2025
CDW-CoT: Clustered Distance-Weighted Chain-of-Thoughts Reasoning
AAAI 2025
QDTSynth: Quality-Driven Formal Theorem Synthesis for Enhancing Proving Performance of LLMs
ACL 2025
HygMap: Representing All Types of Map Entities via Heterogeneous Hypergraph
IJCAI 2025
Mutual-Taught for Co-adapting Policy and Reward Models
ACL 2025
Learning-enabled Polynomial Lyapunov Function Synthesis via High-Accuracy Counterexample-Guided Framework
CVPR 2025
Improving Chain-of-Thought Reasoning via Quasi-Symbolic Abstractions
ACL 2025
AutoSSVH: Exploring Automated Frame Sampling for Efficient Self-Supervised Video Hashing
CVPR 2025
LoGU: Long-form Generation with Uncertainty Expressions
ACL 2025
BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step
COLING 2025
Automating Annotation Guideline Improvements using LLMs: A Case Study
COLING 2025
Investigating the Effect of Backtranslation for Indic Languages
COLING 2025
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs
ACL 2025
Dual Encoder Contrastive Learning with Augmented Views for Graph Anomaly Detection
IJCAI 2025
Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation
ACL 2025
Efficient Spiking Point Mamba for Point Cloud Analysis
ICCV 2025
CoE: A Clue of Emotion Framework for Emotion Recognition in Conversations
ACL 2025
Viewpoint Rosetta Stone: Unlocking Unpaired Ego-Exo Videos for View-invariant Representation Learning
CVPR 2025
Enhancing Machine Translation with Self-Supervised Preference Data
ACL 2025
Contrastive Unlearning: A Contrastive Approach to Machine Unlearning
IJCAI 2025
Don’t Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls
ACL 2025
CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning
CVPR 2025
AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration
ACL 2025
GaussianOcc: Fully Self-supervised and Efficient 3D Occupancy Estimation with Gaussian Splatting
ICCV 2025
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