Sangyu Han

According to our database, Sangyu Han authored at least 6 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2026

From Local to Global to Mechanistic: An iERF-Centered Unified Framework for Interpreting Vision Models.

Yearim Kim, Sangyu Han, Nojun Kwak

CoRR, May, 2026

VDPP: Video Depth Post-Processing for Speed and Scalability.

Daewon Yoon, Injun Baek, Sangyu Han, Yearim Kim, Nojun Kwak

CoRR, April, 2026

Bi-ICE: An Inner Interpretable Framework for Image Classification via Bi-directional Interactions between Concept and Input Embeddings.

Jinyung Hong, Yearim Kim, Keun Hee Park, Sangyu Han, Nojun Kwak, Theodore P. Pavlic

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2026

2025

Causal Interpretation of Sparse Autoencoder Features in Vision.

Sangyu Han, Yearim Kim, Nojun Kwak

CoRR, September, 2025

2024

Decompose the model: Mechanistic interpretability in image models with Generalized Integrated Gradients (GIG).

Yearim Kim, Sangyu Han, Sangbum Han, Nojun Kwak

CoRR, 2024

Respect the model: Fine-grained and Robust Explanation with Sharing Ratio Decomposition.

Sangyu Han, Yearim Kim, Nojun Kwak

Proceedings of the Twelfth International Conference on Learning Representations, 2024