Deep Learning
78,198 papers (26 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
2
5
1
2
47
50
53
51
87
90
125
229
234
453
859
1,652
3,233
5,368
6,434
7,726
8,506
9,951
12,524
14,487
6,029
'5
'10
'15
'20
'25
Papers (including subtopics)
Graph2Video: Leveraging Video Models to Model Dynamic Graph Evolution
AAAI 2026
Graph Attention-Guided Search for Dense Multi-Agent Pathfinding
AAAI 2026
Graph Attention Prototypical Network for Robust Few-Shot Classification
CVPR 2026
Graph-augmented and Over-smoothing-resistant Contrastive Clustering for Short Text
AAAI 2026
Graph-Based Alternatives to LLMs for Human Simulation
ACL 2026
Graph-based Label-Efficient Learning: When Graph-Structured Data Meets Limited Labels
AAAI 2026
Graph-Based Phonetic Error Correction of Noisy ASR
ACL 2026
Graph-Based Spectral Attention with Multi-Spectral Images for Illuminant Estimation
WACV 2026
Graph-Conditional Flow Matching for Relational Data Generation
AAAI 2026
Graph Contrastive Learning with Balanced Hard Negatives and Fine-grained Semantic-aware Positives
AAAI 2026
Graph Contrastive Learning with Low-Rank Regularization and Low-Rank Attention for Noisy Node Classification
UAI 2026
GraphCoT-VLA: A 3D Spatial-Aware Reasoning Vision-Language-Action Model for Robotic Manipulation with Ambiguous Instructions
AAAI 2026
Graph Domain Adaptation via Homophily-Agnostic Reconstructing Structure
AAAI 2026
Graph-Driven Domain Co-Adaptation for Cross-Domain Image Quality Assessment
AAAI 2026
Graph Flow Matching: Enhancing Image Generation with Neighbor-Aware Flow Fields
AAAI 2026
GraPHFormer: A Multimodal Graph Persistent Homology Transformer for the Analysis of Neuroscience Morphologies
CVPR 2026
GraphGrasp: Lightweight and Efficient Graph-Guided 6-DoF Robotic Grasp Pose Estimation Network
AAAI 2026
GRAPHIA: Harnessing Social Graph Data to Enhance LLM-Based Social Simulation
ACL 2026
Graph Masked Autoencoder for Multi-view Remote Sensing Data Clustering
AAAI 2026
Graph Meets Deep Unfolding: An Interpretable Mutual-benefit Multi-view Learning Network
AAAI 2026
Graph Neural Field with Spatial-Correlation Augmentation for HRTF Personalization
AAAI 2026
Graph neural networks extrapolate out-of-distribution for shortest paths
COLT 2026
Graph Neural ODEs with Stability and Conservation Guarantees for Tumor Microenvironment Dynamics (Student Abstract)
AAAI 2026
GraphOracle: Efficient Fully-Inductive Knowledge Graph Reasoning via Relation-Dependency Graphs
AAAI 2026
Graph Out-of-Distribution Detection via Test-Time Calibration with Dual Dynamic Dictionaries
AAAI 2026