Architectures
30,950 papers (33 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
2
3
15
13
18
17
27
39
43
74
94
221
536
912
1,611
2,559
3,004
3,504
3,729
4,021
4,550
4,519
1,439
'10
'15
'20
'25
Papers (including subtopics)
On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems
AAAI 2025
On Statistical Rates of Conditional Diffusion Transformers: Approximation, Estimation and Minimax Optimality
ICLR 2025
On Teacher Hacking in Language Model Distillation
ICML 2025
On the Ability of Deep Networks to Learn Symmetries from Data: A Neural Kernel Theory
JMLR 2025
On the Benefits of Memory for Modeling Time-Dependent PDEs
ICLR 2025
On the Clean Generalization and Robust Overfitting in Adversarial Training from Two Theoretical Views: Representation Complexity and Training Dynamics
ICML 2025
On the Completeness of Invariant Geometric Deep Learning Models
ICLR 2025
On the Complexity-Faithfulness Trade-off of Gradient-Based Explanations
ICCV 2025
On the Duality between Gradient Transformations and Adapters
ICML 2025
On the Emergence of Position Bias in Transformers
ICML 2025
On the Expressiveness and Length Generalization of Selective State Space Models on Regular Languages
AAAI 2025
On the expressiveness and spectral bias of KANs
ICLR 2025
On the Expressiveness of Rational ReLU Neural Networks With Bounded Depth
ICLR 2025
On the Expressive Power of Sparse Geometric MPNNs
ICLR 2025
On the Fourier analysis in the SO(3) space : the EquiLoPO Network
ICLR 2025
On the Generalization of Representation Uncertainty in Earth Observation
ICCV 2025
On the Geometry and Optimization of Polynomial Convolutional Networks
AISTATS 2025
On the Hardness of Learning One Hidden Layer Neural Networks
ALT 2025
On the Hardness of Training Deep Neural Networks Discretely
AAAI 2025
On the Hölder Stability of Multiset and Graph Neural Networks
ICLR 2025
On the Importance of Gaussianizing Representations
ICML 2025
On the Interplay between Graph Structure and Learning Algorithms in Graph Neural Networks
ICML 2025
On the Interplay between Positional Encodings, Morphological Complexity, and Word Order Flexibility
IJCNLP 2025
On the Local Complexity of Linear Regions in Deep ReLU Networks
ICML 2025
On the Optimal Memorization Capacity of Transformers
ICLR 2025