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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
Generalized Embedding Models for Industry 4.0 Applications
EMNLP 2025
CTR-Guided Generative Query Suggestion in Conversational Search
EMNLP 2025
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients
EMNLP 2025
Boundary Matters: Leveraging Structured Text Plots for Long Text Outline Generation
EMNLP 2025
Exploring Hyperbolic Hierarchical Structure for Multimodal Rumor Detection
EMNLP 2025
Evaluation of Text-to-Image Generation from a Creativity Perspective
EMNLP 2025
Two Steps from Hell: Compositionality on Chemical LMs
EMNLP 2025
LAGCL4Rec: When LLMs Activate Interactions Potential in Graph Contrastive Learning for Recommendation
EMNLP 2025
NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models
EMNLP 2025
SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps
EMNLP 2025
Data or Language Supervision: What Makes CLIP Better than DINO?
EMNLP 2025
Towards Achieving Concept Completeness for Textual Concept Bottleneck Models
EMNLP 2025
DLIR: Spherical Adaptation for Cross-Lingual Knowledge Transfer of Sociological Concepts Alignment
EMNLP 2025
Zero-Shot Contextual Embeddings via Offline Synthetic Corpus Generation
EMNLP 2025
On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions
EMNLP 2025
PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology
EMNLP 2025
Improving Prompt Generalization for Cross-prompt Essay Trait Scoring from the Scoring-invariance Perspective
EMNLP 2025
Progressive Facial Granularity Aggregation with Bilateral Attribute-based Enhancement for Face-to-Speech Synthesis
EMNLP 2025
Role-Guided Annotation and Prototype-Aligned Representation Learning for Historical Literature Sentiment Classification
EMNLP 2025
Learning What to Remember: Adaptive Probabilistic Memory Retention for Memory-Efficient Language Models
EMNLP 2025
GLProtein: Global-and-Local Structure Aware Protein Representation Learning
EMNLP 2025
Enhancing Partially Relevant Video Retrieval with Robust Alignment Learning
EMNLP 2025
Beyond the Scientific Document: A Citation-Aware Multi-Granular Summarization Approach with Heterogeneous Graphs
EMNLP 2025
DeAR: Dual-Stage Document Reranking with Reasoning Agents via LLM Distillation
EMNLP 2025
Discovering Semantic Subdimensions through Disentangled Conceptual Representations
EMNLP 2025
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