Publications

Jacob S Prince, Binxu Wang, Akshay v Jagadeesh, Thomas Fel, Emily Lo, George a Alvarez, Margaret S Livingstone, Talia Konkle (2025). Parametric control along the encoding axes of IT neurons uncovers hidden differences in model-brain alignment.

Binxu Wang, Carlos R Ponce (2025). On the importance of dynamic range and sample statistics in fitting neuronal encoding models. Journal of Vision.

Jacob S Prince, Binxu Wang, Akshay v Jagadeesh, Thomas Fel, Emily Lo, George a Alvarez, Margaret S Livingstone, Talia Konkle (2025). Feature accentuation along the encoding axes of IT neurons uncovers hidden differences in model-brain alignment. Journal of Vision.

Binxu Wang, Carlos Ponce (2025). Factorized convolution models for predicting and interpreting neuronal tuning in natural images. Journal of Vision.

Thomas Fel, Ekdeep Singh Lubana, Jacob S Prince, Matthew Kowal, Victor Boutin, Isabel Papadimitriou, Binxu Wang, Martin Wattenberg, Demba Ba, Talia Konkle (2025). Archetypal SAE: Adaptive and Stable Dictionary Learning for Concept Extraction in Large Vision Models. ICML 2025 (arXiv:2502.12892).

Binxu Wang (2025). An analytical theory of power law spectral bias in the learning dynamics of diffusion models. arXiv preprint arXiv:2503.03206.

Binxu Wang, Jiaqi Shang, Haim Sompolinsky (2024). How do diffusion models learn and generalize on abstract rules for reasoning?.

Binxu Wang, Carlos R Ponce (2024). Neural Dynamics of Object Manifold Alignment in the Ventral Stream. bioRxiv.

Binxu Wang, John J Vastola (2024). The Unreasonable Effectiveness of Gaussian Score Approximation for Diffusion Models and its Applications. Transactions on Machine Learning Research (arXiv:2412.09726).

Binxu Wang, Jiaqi Shang, Haim Sompolinsky (2024). Do diffusion models generalize on abstract rules for reasoning?. 2024 Conference on Cognitive Computational Neuroscience.