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Methodology
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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
Robust Self-Paced Hashing for Cross-Modal Retrieval with Noisy Labels
AAAI 2025
S²MILE: Semantic-and-Structure-Aware Music-Driven Lyric Generation
AAAI 2025
Dynamic Target Distribution Estimation for Source-Free Open-Set Domain Adaptation
AAAI 2025
GlobalDoc: A Cross-Modal Vision-Language Framework for Real-World Document Image Retrieval and Classification
WACV 2025
CoT-ICL Lab: A Synthetic Framework for Studying Chain-of-Thought Learning from In-Context Demonstrations
ACL 2025
Cauchy Diffusion: A Heavy-tailed Denoising Diffusion Probabilistic Model for Speech Synthesis
AAAI 2025
GoBERT: Gene Ontology Graph Informed BERT for Universal Gene Function Prediction
AAAI 2025
Rotation-Equivariant Self-Supervised Method in Image Denoising
CVPR 2025
ARNet: Self-Supervised FG-SBIR with Unified Sample Feature Alignment and Multi-Scale Token Recycling
AAAI 2025
Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning
ACL 2025
Prediction-Based Adaptive Variable Ordering Heuristics for Constraint Satisfaction Problems
AAAI 2025
HEX: Hierarchical Emergence Exploitation in Self-Supervised Algorithms
WACV 2025
DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models
EMNLP 2025
FedCFA: Alleviating Simpson’s Paradox in Model Aggregation with Counterfactual Federated Learning
AAAI 2025
TSVC: Tripartite Learning with Semantic Variation Consistency for Robust Image-Text Retrieval
AAAI 2025
Beyond instruction-conditioning, MoTE: Mixture of Task Experts for Multi-task Embedding Models
ACL 2025
ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks
EMNLP 2025
Enhancing Chain-of-Thought Reasoning via Neuron Activation Differential Analysis
EMNLP 2025
Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA
ACL 2025
DreamTrack: Dreaming the Future for Multimodal Visual Object Tracking
CVPR 2025
An Evaluation Framework for Product Images Background Inpainting Based on Human Feedback and Product Consistency
AAAI 2025
VidEvent: A Large Dataset for Understanding Dynamic Evolution of Events in Videos
AAAI 2025
Guaranteeing Out-Of-Distribution Detection in Deep RL via Transition Estimation
AAAI 2025
RoGSplat: Learning Robust Generalizable Human Gaussian Splatting from Sparse Multi-View Images
CVPR 2025
MESC-3D:Mining Effective Semantic Cues for 3D Reconstruction from a Single Image
CVPR 2025
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