Alert button
Picture for Jinghan Jia

Jinghan Jia

Alert button

UnlearnCanvas: A Stylized Image Dataset to Benchmark Machine Unlearning for Diffusion Models

Feb 26, 2024
Yihua Zhang, Yimeng Zhang, Yuguang Yao, Jinghan Jia, Jiancheng Liu, Xiaoming Liu, Sijia Liu

Viaarxiv icon

Rethinking Machine Unlearning for Large Language Models

Feb 15, 2024
Sijia Liu, Yuanshun Yao, Jinghan Jia, Stephen Casper, Nathalie Baracaldo, Peter Hase, Xiaojun Xu, Yuguang Yao, Hang Li, Kush R. Varshney, Mohit Bansal, Sanmi Koyejo, Yang Liu

Viaarxiv icon

Robust MRI Reconstruction by Smoothed Unrolling (SMUG)

Dec 12, 2023
Shijun Liang, Van Hoang Minh Nguyen, Jinghan Jia, Ismail Alkhouri, Sijia Liu, Saiprasad Ravishankar

Viaarxiv icon

To Generate or Not? Safety-Driven Unlearned Diffusion Models Are Still Easy To Generate Unsafe Images ... For Now

Oct 18, 2023
Yimeng Zhang, Jinghan Jia, Xin Chen, Aochuan Chen, Yihua Zhang, Jiancheng Liu, Ke Ding, Sijia Liu

Viaarxiv icon

Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning

Oct 16, 2023
Yihua Zhang, Yimeng Zhang, Aochuan Chen, Jinghan Jia, Jiancheng Liu, Gaowen Liu, Mingyi Hong, Shiyu Chang, Sijia Liu

Viaarxiv icon

DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training

Oct 03, 2023
Aochuan Chen, Yimeng Zhang, Jinghan Jia, James Diffenderfer, Jiancheng Liu, Konstantinos Parasyris, Yihua Zhang, Zheng Zhang, Bhavya Kailkhura, Sijia Liu

Figure 1 for DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training
Figure 2 for DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training
Figure 3 for DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training
Figure 4 for DeepZero: Scaling up Zeroth-Order Optimization for Deep Model Training
Viaarxiv icon

Model Sparsification Can Simplify Machine Unlearning

Apr 14, 2023
Jinghan Jia, Jiancheng Liu, Parikshit Ram, Yuguang Yao, Gaowen Liu, Yang Liu, Pranay Sharma, Sijia Liu

Figure 1 for Model Sparsification Can Simplify Machine Unlearning
Figure 2 for Model Sparsification Can Simplify Machine Unlearning
Figure 3 for Model Sparsification Can Simplify Machine Unlearning
Figure 4 for Model Sparsification Can Simplify Machine Unlearning
Viaarxiv icon

SMUG: Towards robust MRI reconstruction by smoothed unrolling

Mar 14, 2023
Hui Li, Jinghan Jia, Shijun Liang, Yuguang Yao, Saiprasad Ravishankar, Sijia Liu

Figure 1 for SMUG: Towards robust MRI reconstruction by smoothed unrolling
Figure 2 for SMUG: Towards robust MRI reconstruction by smoothed unrolling
Figure 3 for SMUG: Towards robust MRI reconstruction by smoothed unrolling
Figure 4 for SMUG: Towards robust MRI reconstruction by smoothed unrolling
Viaarxiv icon

Text-Visual Prompting for Efficient 2D Temporal Video Grounding

Mar 09, 2023
Yimeng Zhang, Xin Chen, Jinghan Jia, Sijia Liu, Ke Ding

Figure 1 for Text-Visual Prompting for Efficient 2D Temporal Video Grounding
Figure 2 for Text-Visual Prompting for Efficient 2D Temporal Video Grounding
Figure 3 for Text-Visual Prompting for Efficient 2D Temporal Video Grounding
Figure 4 for Text-Visual Prompting for Efficient 2D Temporal Video Grounding
Viaarxiv icon