Binxu
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Publications
Visual Neuroscience
NeuroAI
Neuron Modelling
Digital Twins
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
.
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Diffusion
Learning Dynamics
Theory
Science of AI
Binxu Wang
(2025).
An analytical theory of power law spectral bias in the learning dynamics of diffusion models
.
arXiv preprint arXiv:2503.03206
.
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Interpretability
Computer 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)
.
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Code
📝 BLOG
Diffusion
Science of AI
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)
.
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Code
📝 BLOG
Diffusion
NeuroAI
Generative Model
Science of AI
Binxu Wang
,
Jiaqi Shang
,
Haim Sompolinsky
(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
.
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Diffusion
NeuroAI
Generative Model
Science of AI
Binxu Wang
,
Jiaqi Shang
,
Haim Sompolinsky
(2024).
Do diffusion models generalize on abstract rules for reasoning?
.
2024 Conference on Cognitive Computational Neuroscience
.
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Visual Neuroscience
Geometry
Generative Model
Ventral Stream
Binxu Wang
,
Carlos R Ponce
(2024).
Neural Dynamics of Object Manifold Alignment in the Ventral Stream
.
bioRxiv
.
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Learning Dynamics
NeuroAI
Science of AI
Self-supervised learning
Computer Vision
Chandana Kuntala
,
Carlos R Ponce
,
Deepak Kumar Sharma
,
Binxu Wang
(2023).
Understanding Learning Dynamics of Neural Representations via Feature Visualization at Scale
.
NeurIPS 2023 UniReps Workshop: the First Workshop on Unifying Representations in Neural Models
.
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Diffusion
Geometry
Generative Model
Science of AI
Binxu Wang
,
John J Vastola
(2023).
The hidden linear structure in score-based models and its application
.
NeurIPS 2023 Workshop on Diffusion Models (arXiv:2311.10892)
.
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Thesis
Visual Neuroscience
Generative Model
Binxu Wang
(2023).
Charting the Landscape of Ventral Stream Neural Code on Generative Image Manifolds
.
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Video
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