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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
See, Think, Learn: A Self-Taught Multimodal Reasoner
WACV 2026
Exploring Automated Recognition of Instructional Activity and Discourse from Multimodal Classroom Data
WACV 2026
GASP: Unifying Geometric and Semantic Self-Supervised Pre-training for Autonomous Driving
WACV 2026
ImageChain: Advancing Sequential Image-to-Text Reasoning in Multimodal Large Language Models
WACV 2026
LM-Lexicon: Improving Definition Modeling via Harmonizing Semantic Experts
EACL 2026
Online Difficulty Filtering for Reasoning Oriented Reinforcement Learning
EACL 2026
Humans and transformer LMs: Abstraction drives language learning
EACL 2026
Generative Personality Simulation via Theory-Informed Structured Interview
EACL 2026
QSTN: A Modular Framework for Robust Questionnaire Inference with Large Language Models
EACL 2026
Mitigating Copy Bias in In-Context Learning through Neuron Pruning
EACL 2026
Harmful Factuality: LLMs Correcting What They Shouldn’t
EACL 2026
Reflect, Rewrite, Repeat: How Simple Arithmetic Enables Advanced Reasoning in Small Language Models
EACL 2026
Similar Region Search using LLMs on Spatial Feature Space
EACL 2026
Demystifying Mixed Outcomes of Self-Training: Pre-training Analyses on Non-Toy LLMs
EACL 2026
Compositional Reasoning via Joint Image and Language Decomposition
EACL 2026
Enhancing Automatic Speech Recognition Models for Maternal and Reproductive Health: Fine-Tuning and Real-World Evaluation in Wolof
EACL 2026
Nemotron-CrossThink: Scaling Self-Learning beyond Math Reasoning
EACL 2026
RTMol: Rethinking Molecule-text Alignment in a Round-trip View
AAAI 2026
From Passive Perception to Active Memory: A Weakly Supervised Image Manipulation Localization Framework Driven by Coarse-Grained Annotations
AAAI 2026
Tracing the Heart’s Pathways: ECG Representation Learning from a Cardiac Conduction Perspective
AAAI 2026
Invariant Representation Learning for Memory Behavior Modeling via Adaptive Environment Separation
AAAI 2026
Large Connectome Model: An fMRI Foundation Model of Brain Connectomes Empowered by Brain-Environment Interaction in Multitask Learning Landscape
AAAI 2026
Stop Mixing Things Up! BISCUIT Teaches Vision-Language Models to Learn New Concepts from Images on the Spot
AAAI 2026
S2C: A Noise-Resistant Difference Learning Framework for Unsupervised Change Detection in VHR Remote Sensing Images
AAAI 2026
Text-guided Controllable Diffusion for Realistic Camouflage Images Generation
AAAI 2026
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