Diffusion
22 items tagged
(2026).
Circuit Mechanisms for Spatial Relation Generation in Diffusion Transformers.
Conference on Computer Vision and Pattern Recognition (CVPR) 2026 (highlight, top 3%).
(2026).
Where the Score Lives: A Wavelet View of Diffusion.
International Conference on Artificial Intelligence and Statistics (AISTATS) 2026.
(2025).
When Rule Learning Breaks: Diffusion Fails to Learn Parity of Many Bits.
Workshop on Structured Probabilistic Inference & Generative Modeling, NeurIPS 2025 (oral).
(2025).
An analytical theory of power law spectral bias in the learning dynamics of diffusion models.
NeurIPS 2025 (spotlight, top 3%) — arXiv:2503.03206.
(2025).
A Random Matrix Perspective on the Consistency of Diffusion Models.
arXiv preprint arXiv:2602.02908 (under review at ICML).
(2024).
The Unreasonable Effectiveness of Gaussian Score Approximation for Diffusion Models and its Applications.
Transactions on Machine Learning Research (arXiv:2412.09726).
(2024).
Diverse capability and scaling of diffusion and auto-regressive models when learning abstract rules.
The First Workshop on System-2 Reasoning at Scale, NeurIPS'24.
(2024).
Do diffusion models generalize on abstract rules for reasoning?.
2024 Conference on Cognitive Computational Neuroscience.
(2023).
The hidden linear structure in score-based models and its application.
NeurIPS 2023 Workshop on Diffusion Models (arXiv:2311.10892).
(2023).
Diffusion models generate images like painters: an analytical theory of outline first, details later.
arXiv preprint arXiv:2303.02490.