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← Core Methods
Machine Learning
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Core Methods
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Representation Learning
18,863 papers
Papers per year
2000: 2
2001: 4
2002: 2
2003: 18
2004: 4
2005: 9
2006: 62
2007: 61
2008: 74
2009: 73
2010: 96
2011: 103
2012: 131
2013: 283
2014: 255
2015: 295
2016: 426
2017: 691
2018: 1066
2019: 1798
2020: 1830
2021: 2207
2022: 2109
2023: 2560
2024: 2177
2025: 1926
2026: 601
Papers
Discrepancy and Uncertainty Aware Denoising Knowledge Distillation for Zero-Shot Cross-Lingual Named Entity Recognition
AAAI 2024
MolTailor: Tailoring Chemical Molecular Representation to Specific Tasks via Text Prompts
AAAI 2024
Multi-Modal Latent Space Learning for Chain-of-Thought Reasoning in Language Models
AAAI 2024
PoetryDiffusion: Towards Joint Semantic and Metrical Manipulation in Poetry Generation
AAAI 2024
Towards Equipping Transformer with the Ability of Systematic Compositionality
AAAI 2024
Frequency Spectrum Is More Effective for Multimodal Representation and Fusion: A Multimodal Spectrum Rumor Detector
AAAI 2024
TA&AT: Enhancing Task-Oriented Dialog with Turn-Level Auxiliary Tasks and Action-Tree Based Scheduled Sampling
AAAI 2024
Hierarchical Aligned Multimodal Learning for NER on Tweet Posts
AAAI 2024
Mastering Context-to-Label Representation Transformation for Event Causality Identification with Diffusion Models
AAAI 2024
Span Graph Transformer for Document-Level Named Entity Recognition
AAAI 2024
Self-Supervised Disentangled Representation Learning for Robust Target Speech Extraction
AAAI 2024
Fact-Driven Logical Reasoning for Machine Reading Comprehension
AAAI 2024
A Unified Knowledge Transfer Network for Generalized Category Discovery
AAAI 2024
TACIT: A Target-Agnostic Feature Disentanglement Framework for Cross-Domain Text Classification
AAAI 2024
Collaborative Synthesis of Patient Records through Multi-Visit Health State Inference
AAAI 2024
Dependency Structure-Enhanced Graph Attention Networks for Event Detection
AAAI 2024
Restoring Speaking Lips from Occlusion for Audio-Visual Speech Recognition
AAAI 2024
DenoSent: A Denoising Objective for Self-Supervised Sentence Representation Learning
AAAI 2024
LLMRG: Improving Recommendations through Large Language Model Reasoning Graphs
AAAI 2024
On the Affinity, Rationality, and Diversity of Hierarchical Topic Modeling
AAAI 2024
Topic-VQ-VAE: Leveraging Latent Codebooks for Flexible Topic-Guided Document Generation
AAAI 2024
Coreference Graph Guidance for Mind-Map Generation
AAAI 2024
MultiSum: A Multi-Facet Approach for Extractive Social Summarization Utilizing Semantic and Sociological Relationships
AAAI 2024
Layer-Wise Representation Fusion for Compositional Generalization
AAAI 2024
Fine-Grained Distillation for Long Document Retrieval
AAAI 2024
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