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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
Self-Supervised Collaborative Information Bottleneck for Text Readability Assessment
AAAI 2025
Cross-Modal Few-Shot Learning with Second-Order Neural Ordinary Differential Equations
AAAI 2025
SPU-IMR: Self-supervised Arbitrary-scale Point Cloud Upsampling via Iterative Mask-recovery Network
AAAI 2025
Context-Aware Sentiment Forecasting via LLM-based Multi-Perspective Role-Playing Agents
ACL 2025
M²RL-Net: Multi-View and Multi-Level Relation Learning Network for Weakly-Supervised Image Forgery Detection
AAAI 2025
Doubly Contrastive Learning for Source-Free Domain Adaptive Person Search
AAAI 2025
Scaling Text-Rich Image Understanding via Code-Guided Synthetic Multimodal Data Generation
ACL 2025
Revisit Self-Debugging with Self-Generated Tests for Code Generation
ACL 2025
Sightation Counts: Leveraging Sighted User Feedback in Building a BLV-aligned Dataset of Diagram Descriptions
ACL 2025
Persistent Homology of Topic Networks for the Prediction of Reader Curiosity
ACL 2025
Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution
ACL 2025
RecordTwin: Towards Creating Safe Synthetic Clinical Corpora
ACL 2025
Story Generation with Large Language Models for African Languages
ACL 2025
Mind_Matrix at CQs-Gen 2025: Adaptive Generation of Critical Questions for Argumentative Interventions
ACL 2025
Wavelet-Driven Masked Image Modeling: A Path to Efficient Visual Representation
AAAI 2025
Extracting Software Mentions and Relations using Transformers and LLM-Generated Synthetic Data at SOMD 2025
ACL 2025
Self-Guided Function Calling in Large Language Models via Stepwise Experience Recall
EMNLP 2025
SoT: Structured-of-Thought Prompting Guides Multilingual Reasoning in Large Language Models
EMNLP 2025
Teaching According to Talents! Instruction Tuning LLMs with Competence-Aware Curriculum Learning
EMNLP 2025
SuPreME: A Supervised Pre-training Framework for Multimodal ECG Representation Learning
EMNLP 2025
ChartM3: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension
EMNLP 2025
How a Bilingual LM Becomes Bilingual: Tracing Internal Representations with Sparse Autoencoders
EMNLP 2025
Guess What I am Thinking: A Benchmark for Inner Thought Reasoning of Role-Playing Language Agents
EMNLP 2025
The Price of Format: Diversity Collapse in LLMs
EMNLP 2025
Using Next Sentence Prediction to Test ChatGPT’s Text Comprehension (Student Abstract)
AAAI 2025
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