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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
Enhancing LLM Language Adaption through Cross-lingual In-Context Pre-training
EMNLP 2025
FlowPolicy: Enabling Fast and Robust 3D Flow-Based Policy via Consistency Flow Matching for Robot Manipulation
AAAI 2025
Beyond instruction-conditioning, MoTE: Mixture of Task Experts for Multi-task Embedding Models
ACL 2025
Diverse, not Short: A Length-Controlled Data Selection Strategy for Improving Response Diversity of Language Models
EMNLP 2025
Improving Generalization in Offline Reinforcement Learning via Latent Distribution Representation Learning
AAAI 2025
Acting Beyond Learning: Imagination-Assisted Decision-Making in the Visual-based Multi-Agent Cooperative Scenarios
AAAI 2025
RareSyn: Health Record Synthesis for Rare Disease Diagnosis
EMNLP 2025
Robots Learning Through Physical Interactive Intelligence
AAAI 2025
Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA
ACL 2025
Is LLMs Hallucination Usable? LLM-based Negative Reasoning for Fake News Detection
AAAI 2025
Generating Fine Details of Entity Interactions
EMNLP 2025
Political Bias Prediction Models Focus on Source Cues, Not Semantics
AAAI 2025
UniTMGE: Uniform Text-Motion Generation and Editing Model via Diffusion
WACV 2025
MDPO: Customized Direct Preference Optimization with a Metric-based Sampler for Question and Answer Generation
COLING 2025
APLOT: Robust Reward Modeling via Adaptive Preference Learning with Optimal Transport
EMNLP 2025
CYCLE-INSTRUCT: Fully Seed-Free Instruction Tuning via Dual Self-Training and Cycle Consistency
EMNLP 2025
Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps
EMNLP 2025
HS-STaR: Hierarchical Sampling for Self-Taught Reasoners via Difficulty Estimation and Budget Reallocation
EMNLP 2025
Enhancing Talk Moves Analysis in Mathematics Tutoring through Classroom Teaching Discourse
COLING 2025
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset
NAACL 2025
CoralSRT: Revisiting Coral Reef Semantic Segmentation by Feature Rectification via Self-supervised Guidance
ICCV 2025
The Stepwise Deception: Simulating the Evolution from True News to Fake News with LLM Agents
EMNLP 2025
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors
CVPR 2024
MAFA: Managing False Negatives for Vision-Language Pre-training
CVPR 2024
Learning to Rank Patches for Unbiased Image Redundancy Reduction
CVPR 2024
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