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Machine Learning
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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
GP-MoLFormer-Sim: Test Time Molecular Optimization Through Contextual Similarity Guidance
AAAI 2026
UniME-V2: MLLM-as-a-Judge for Universal Multimodal Embedding Learning
AAAI 2026
C-GNN-PRUNE: A Unified Graph-Based Framework for Structure-Aware Pruning of Mixture-of-Experts Models
AAAI 2026
FlorE: Integrating Full Lorentz Group and Directional Offsets for Effective Knowledge Graph Embedding
AAAI 2026
Collaborative Representation Learning for Alignment of Tactile, Language, and Vision Modalities
AAAI 2026
Geo2Vec: Shape- and Distance-Aware Neural Representation of Geospatial Entities
AAAI 2026
Wavelet Enhanced Adaptive Frequency Filter for Sequential Recommendation
AAAI 2026
Multi-Aspect Cross-modal Quantization for Generative Recommendation
AAAI 2026
Fashion Microscope: Pixel-Level Attribute Perception via Optimal Transport and Neural Semantic Aggregation
AAAI 2026
TrajAgg: Dual-Scale Feature Aggregation with Hybrid Training for Trajectory Similarity Computation in Free Space
AAAI 2026
Inductive Generative Recommendation via Retrieval-based Speculation
AAAI 2026
Tokenize Once, Recommend Anywhere: Unified Item Tokenization for Multi-domain LLM-based Recommendation
AAAI 2026
Comprehensive Urban Region Representation Learning via Multi-View Joint Learning and Contrastive Learning
AAAI 2026
UDCH: Unsupervised Dynamic Weighted Cluster-cooperative Hashing for Cross-modal Retreival
AAAI 2026
Proxy Zero-Shot Hashing with Multimodal Fusion via Stable Diffusion
AAAI 2026
Generalized Geometry Encoding Volume for Real-time Stereo Matching
AAAI 2026
Polysemic Semantic Instance Network for Cross-Modal Hashing
AAAI 2026
LiteGE: Lightweight Geodesic Embedding for Efficient Geodesics Computation and Non-Isometric Shape Correspondence
AAAI 2026
Learning Compact Latent Space for Representing Neural Signed Distance Functions with High-fidelity Geometry Details
AAAI 2026
RMSAGen: Integrating Multiple Sequence Alignment for Function RNA Design
AAAI 2026
CellStream: Dynamical Optimal Transport Informed Embeddings for Reconstructing Cellular Trajectories from Snapshots Data
AAAI 2026
When Genes Speak: A Semantic-Guided Framework for Spatially Resolved Transcriptomics Data Clustering
AAAI 2026
Learning Protein–Ligand Binding in Hyperbolic Space
AAAI 2026
Adaptive Hyperbolic Kernels: Modulated Embedding in de Branges-Rovnyak Spaces
AAAI 2026
ITSELF: Attention Guided Fine-Grained Alignment for Vision-Language Retrieval
WACV 2026
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