Junyi (Jeremy) Wu's Homepage

Short Bio

I am a Ph.D. student in Computer Science advised by Prof. Yan Yan at University of Illinois Chicago since 2023 Spring. Before that, I received my bachelor’s degree in Mathematics (Information and Computing Science) from Sun Yat-sen University in 2022.

My research interests include 3D Vision, Efficiency, and Explainability.

News

[Sep 2024] Our paper on DiT Quantization (PTQ4DiT) accepted to NeurIPS 2024.
[July 2024] Our paper on Dataset Quantization (DQAS) accepted to ECCV 2024.
[Feb 2024] Our paper on Explanation Faithfulness (SaCo) accepted to CVPR 2024.
[Feb 2024] Our paper on Transformer Explainability (TokenTM) accepted to CVPR 2024.

Publications [Google Scholar]

arXiv

X-Field: A Physically Grounded Representation for 3D X-ray Reconstruction

Feiran Wang*, Jiachen Tao*, Junyi Wu*, Haoxuan Wang, Bin Duan, Kai Wang, Zongxin Yang, Yan Yan

arXiv, Mar. 2025.
[Paper] [Code] [Project] [BibTex]
NeurIPS 2024

PTQ4DiT: Post-training Quantization for Diffusion Transformers

Junyi Wu*, Haoxuan Wang*, Yuzhang Shang, Mubarak Shah, Yan Yan

Conference on Neural Information Processing Systems (NeurIPS), 2024.
[Paper] [Code] [BibTex]
ECCV 2024

Dataset Quantization with Active Learning based Adaptive Sampling

Zhenghao Zhao, Yuzhang Shang, Junyi Wu, Yan Yan

European Conference on Computer Vision (ECCV), 2024.
[Paper] [Code] [BibTex]
arXiv

AttBalance: Visual Grounding with Attention-Driven Constraint Balancing

Weitai Kang, Luowei Zhou, Junyi Wu, Changchang Sun, Yan Yan

arXiv, July 2024.
[Paper] [BibTex]
arXiv

QuEST: Low-bit Diffusion Model Quantization via Efficient Selective Finetuning

Haoxuan Wang, Yuzhang Shang, Zhihang Yuan, Junyi Wu, Yan Yan

arXiv, Feb. 2024.
[Paper] [Code] [BibTex]
CVPR 2024

On the Faithfulness of Vision Transformer Explanations

Junyi Wu, Weitai Kang, Hao Tang, Yuan Hong, Yan Yan

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[Paper] [Code] [BibTex]
CVPR 2024

Token Transformation Matters: Towards Faithful Post-hoc Explanation for Vision Transformer

Junyi Wu, Bin Duan, Weitai Kang, Hao Tang, Yan Yan

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[Paper] [BibTex]

Teaching

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