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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
Test-time Diverse Reasoning by Riemannian Activation Steering
AAAI 2026
DRIFT: Difference-Aware Reinforcement Through Iterative Fine-Tuning for Language Model
AAAI 2026
Intuitive Thinking: Expanding Large Language Models’ Thinking for Rapid Decision-Making on Candidate Corrections in Chinese Grammar Error Correction
AAAI 2026
Don’t Stop the Multi-Party! On Generating Synthetic Written Multi-Party Conversations with Constraints
AAAI 2026
Joint Evaluation of Answer and Reasoning Consistency for Hallucination Detection in Large Reasoning Models
AAAI 2026
MARS: Multimodal Adaptive Reasoning Model for Avoiding Overthinking
AAAI 2026
LaF-GRPO: In-Situ Navigation Instruction Generation for the Visually Impaired via GRPO with LLM-as-Follower Reward
AAAI 2026
In-Token Rationality Optimization: Towards Accurate and Concise LLM Reasoning via Self-Feedback
AAAI 2026
SMPRO: Self-Supervised Visual Preference Alignment via Differentiable Multi-Preference Multi-Group Ranking
AAAI 2026
Beyond Fully Supervised Pixel Annotations: Scribble-Driven Weakly-Supervised Framework for Image Manipulation Localization
AAAI 2026
Learning Depth from Past Selves: Self-Evolution Contrast for Robust Depth Estimation
AAAI 2026
Human-Centric Video Generation via Collaborative Multi-Modal Conditioning
AAAI 2026
RadarMP: Motion Perception for 4D mmWave Radar in Autonomous Driving
AAAI 2026
VasoMIM: Vascular Anatomy-Aware Masked Image Modeling for Vessel Segmentation
AAAI 2026
SkySplat: Generalizable 3D Gaussian Splatting from Multi-Temporal Sparse Satellite Images
AAAI 2026
Any-Optical-Model: A Universal Foundation Model for Optical Remote Sensing
AAAI 2026
HABIT: Chrono-Synergia Robust Progressive Learning Framework for Composed Image Retrieval
AAAI 2026
Exploring Reliable Spatiotemporal Dependencies for Efficient Visual Tracking
AAAI 2026
Self-NPO: Data-Free Diffusion Model Enhancement via Truncated Diffusion Fine-Tuning
AAAI 2026
Blur-Robust Detection via Feature Restoration: An End-to-End Framework for Prior-Guided Infrared UAV Target Detection
AAAI 2026
SigFusion: Unified Signal-Level Self-Supervised Learning Paradigm for Image Fusion
AAAI 2026
PointMC: Multi-view Consistent Encoding and Center-Global Feature Fusion for Point Clouds Understanding
AAAI 2026
CASL: Curvature-Augmented Self-supervised Learning for 3D Anomaly Detection
AAAI 2026
Cyto-SSL: A Self-Supervised Pretraining Framework for Cytology Foundation Model
AAAI 2026
DOS: Distilling Observable Softmaps of Zipfian Prototypes for Self-Supervised Point Representation
AAAI 2026
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