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Core Methods
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Embedding Learning
3751 directly classified papers
Papers per year
2001: 2
2002: 1
2003: 2
2004: 1
2005: 2
2006: 8
2007: 6
2008: 7
2009: 13
2010: 14
2011: 17
2012: 19
2013: 39
2014: 35
2015: 58
2016: 85
2017: 230
2018: 340
2019: 515
2020: 474
2021: 426
2022: 364
2023: 328
2024: 361
2025: 336
2026: 68
Papers
Tokenize Once, Recommend Anywhere: Unified Item Tokenization for Multi-domain LLM-based Recommendation
AAAI 2026
No-Regret Strategy Solving in Imperfect-Information Games via Pre-Trained Embedding
AAAI 2026
Boosting Noisy Correspondence Discrimination via Dynamic Neighborhood Semantic Verification
AAAI 2026
QiMeng-CRUX: Narrowing the Gap Between Natural Language and Verilog via Core Refined Understanding eXpression
AAAI 2026
MV-LLMRec: Multi-View Representation Learning with Large Language Models for Recommendation (Student Abstract)
AAAI 2026
CellStream: Dynamical Optimal Transport Informed Embeddings for Reconstructing Cellular Trajectories from Snapshots Data
AAAI 2026
Inductive Generative Recommendation via Retrieval-based Speculation
AAAI 2026
GeoPTH: A Lightweight Approach to Category-Based Trajectory Retrieval via Geometric Prototype Trajectory Hashing
AAAI 2026
Learning to Compress: Unlocking the Potential of Large Language Models for Text Representation
AAAI 2026
TreeBridge: Aligning LLM Embeddings in Industrial Recommender Systems
AAAI 2026
Less is More: Adapting Text Embeddings for Low-Resource Languages with Small Scale Noisy Synthetic Data
EACL 2026
Normalizing Health Concepts with Biomedical Embedding and LLMs
EACL 2026
OpenCowID: Zero-Shot Visual Identification of Dairy Cows
WACV 2026
Patch-wise Retrieval: A Bag of Practical Techniques for Instance-level Matching
WACV 2026
ITSELF: Attention Guided Fine-Grained Alignment for Vision-Language Retrieval
WACV 2026
From Few-Shot to Zero-Shot Pallet Load Recognition: A Deployed Embedding-Based Vision System for Industrial Logistics
WACV 2026
Similarity-aware Probabilistic Embeddings Modeling for Video-Text Retrieval
WACV 2026
Cosine Similarity as Logits?: A Scalable Knowledge Probe Using Embedding Vectors from Generative Language Models
EACL 2026
Redundancy, Isotropy, and Intrinsic Dimensionality of Prompt-based Text Embeddings
ACL 2025
Steering into New Embedding Spaces: Analyzing Cross-Lingual Alignment Induced by Model Interventions in Multilingual Language Models
ACL 2025
CaseReportCollective: A Large-Scale LLM-Extracted Dataset for Structured Medical Case Reports
ACL 2025
Seeking Proxy Point via Stable Feature Space for Noisy Correspondence Learning
IJCAI 2025
Hierarchical Level-Wise News Article Clustering via Multilingual Matryoshka Embeddings
ACL 2025
Language Models are Universal Embedders
ACL 2025
mRNA2vec: mRNA Embedding with Language Model in the 5'UTR-CDS for mRNA Design
AAAI 2025
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