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Deep Learning
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Representation Learning
4516 directly classified papers
Papers per year
2006: 7
2007: 2
2008: 7
2009: 1
2010: 5
2011: 9
2012: 20
2013: 37
2014: 51
2015: 47
2016: 86
2017: 197
2018: 322
2019: 499
2020: 569
2021: 521
2022: 608
2023: 552
2024: 535
2025: 432
2026: 9
Papers
Designing Specialized Two-Dimensional Graph Spectral Filters for Spatial-Temporal Graph Modeling
AAAI 2025
UniTR: A Unified Framework for Joint Representation Learning of Trajectories and Road Networks
AAAI 2025
Scalable Trajectory-User Linking with Dual-Stream Representation Networks
AAAI 2025
Beyond Federated Prototype Learning: Learnable Semantic Anchors with Hyperspherical Contrast for Domain-Skewed Data
AAAI 2025
ZeroHAR: Sensor Context Augments Zero-Shot Wearable Action Recognition
AAAI 2025
Bi-Directional Multi-Scale Graph Dataset Condensation via Information Bottleneck
AAAI 2025
Discrete Curvature Graph Information Bottleneck
AAAI 2025
Generalization Analysis for Deep Contrastive Representation Learning
AAAI 2025
Deep Representation Learning for Forecasting Recursive and Multi-Relational Events in Temporal Networks
AAAI 2025
Generalized Implicit Neural Representations for Dynamic Molecular Surface Modeling
AAAI 2025
Enhancing Identity-Deformation Disentanglement in StyleGAN for One-Shot Face Video Re-Enactment
AAAI 2025
Hierarchical Features Matter: A Deep Exploration of Progressive Parameterization Method for Dataset Distillation
CVPR 2025
Noise-Resistant Video Anomaly Detection via RGB Error-Guided Multiscale Predictive Coding and Dynamic Memory
CVPR 2025
Ambiguity-Restrained Text-Video Representation Learning for Partially Relevant Video Retrieval
AAAI 2025
GCD-Sampling: A General Cross-scale Decoupled Sampling for Point Cloud
AAAI 2025
Dis²Booth: Learning Image Distribution with Disentangled Features for Text-to-Image Diffusion Models
AAAI 2025
EventPillars: Pillar-based Efficient Representations for Event Data
AAAI 2025
Lifting Scheme-Based Implicit Disentanglement of Emotion-Related Facial Dynamics in the Wild
AAAI 2025
Enhancing Fine-Grained Vision-Language Pretraining with Negative Augmented Samples
AAAI 2025
FineVQ: Fine-Grained User Generated Content Video Quality Assessment
CVPR 2025
Closest Neighbors are Harmful for Lightweight Masked Auto-encoders
CVPR 2025
Heterogeneous Skeleton-Based Action Representation Learning
CVPR 2025
Decoupling Training-Free Guided Diffusion by ADMM
CVPR 2025
STINR: Deciphering Spatial Transcriptomics via Implicit Neural Representation
CVPR 2025
Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey
ACL 2025
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