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Jinghan Jia
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Model Sparsity Can Simplify Machine Unlearning
J Jia, J Liu, P Ram, Y Yao, G Liu, Y Liu, P Sharma, S Liu
NeurIPS'23 Spotlight, 2023
25*2023
How to robustify black-box ml models? a zeroth-order optimization perspective
Y Zhang, Y Yao, J Jia, J Yi, M Hong, S Chang, S Liu
ICLR'22, 2022
192022
Instabilities in conventional multi-coil MRI reconstruction with small adversarial perturbations
C Zhang, J Jia, B Yaman, S Moeller, S Liu, M Hong, M Akçakaya
2021 55th Asilomar Conference on Signals, Systems, and Computers, 895-899, 2021
152021
Textgrad: Advancing robustness evaluation in nlp by gradient-driven optimization
B Hou, J Jia, Y Zhang, G Zhang, Y Zhang, S Liu, S Chang
ICLR'23, 2022
122022
Rethinking Machine Unlearning for Large Language Models
S Liu, Y Yao, J Jia, S Casper, N Baracaldo, P Hase, X Xu, Y Yao, H Li, ...
arXiv preprint arXiv:2402.08787, 2024
112024
Text-visual prompting for efficient 2d temporal video grounding
Y Zhang, X Chen, J Jia, S Liu, K Ding
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023
112023
To generate or not? safety-driven unlearned diffusion models are still easy to generate unsafe images... for now
Y Zhang, J Jia, X Chen, A Chen, Y Zhang, J Liu, K Ding, S Liu
arXiv preprint arXiv:2310.11868, 2023
82023
Clawsat: Towards both robust and accurate code models
J Jia, S Srikant, T Mitrovska, C Gan, S Chang, S Liu, UM O’Reilly
2023 IEEE International Conference on Software Analysis, Evolution and …, 2023
72023
On the robustness of deep learning-based mri reconstruction to image transformations
J Jia, M Hong, Y Zhang, M Akçakaya, S Liu
arXiv preprint arXiv:2211.04930, 2022
62022
Deepzero: Scaling up zeroth-order optimization for deep model training
A Chen, Y Zhang, J Jia, J Diffenderfer, J Liu, K Parasyris, Y Zhang, ...
arXiv preprint arXiv:2310.02025, 2023
32023
SMUG: Towards robust MRI reconstruction by smoothed unrolling
H Li, J Jia, S Liang, Y Yao, S Ravishankar, S Liu
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023
32023
Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning
Y Zhang, Y Zhang, A Chen, J Jia, J Liu, G Liu, M Hong, S Chang, S Liu
Advances in Neural Information Processing Systems 36, 2024
22024
UnlearnCanvas: A Stylized Image Dataset to Benchmark Machine Unlearning for Diffusion Models
Y Zhang, Y Zhang, Y Yao, J Jia, J Liu, X Liu, S Liu
arXiv preprint arXiv:2402.11846, 2024
12024
Robustness-Preserving Lifelong Learning Via Dataset Condensation
J Jia, Y Zhang, D Song, S Liu, A Hero
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023
12023
Robust MRI Reconstruction by Smoothed Unrolling (SMUG)
S Liang, VHM Nguyen, J Jia, I Alkhouri, S Liu, S Ravishankar
arXiv preprint arXiv:2312.07784, 2023
2023
UGradSL: Machine Unlearning Using Gradient-based Smoothed Label
Z Di, J Jia, J Liu, Z Zhu, S Liu, Y Liu
2023
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