Mixing convex-optimization bounds for maximum-entropy sampling. - Zhongzhu Chen; Marcia Fampa; Amélie Lambert; Jon Lee 001 (Math. Program., 2021)

DensePure: Understanding Diffusion Models towards Adversarial Robustness. - Chaowei Xiao; Zhongzhu Chen; Kun Jin; Jiongxiao Wang; Weili Nie; Mingyan Liu; Anima Anandkumar; Bo Li 026; Dawn Song (CoRR, 2022)

Generalized Scaling for the Constrained Maximum-Entropy Sampling Problem. - Zhongzhu Chen; Marcia Fampa; Jon Lee 001 (ACDA, 2023)

DensePure: Understanding Diffusion Models for Adversarial Robustness. - Chaowei Xiao; Zhongzhu Chen; Kun Jin; Jiongxiao Wang; Weili Nie; Mingyan Liu; Anima Anandkumar; Bo Li 026; Dawn Song (ICLR, 2023)

DiffSmooth: Certifiably Robust Learning via Diffusion Models and Local Smoothing. - Jiawei Zhang 013; Zhongzhu Chen; Huan Zhang 001; Chaowei Xiao; Bo Li 026 (USENIX Security Symposium, 2023)

On Computing with Some Convex Relaxations for the Maximum-Entropy Sampling Problem. - Zhongzhu Chen; Marcia Fampa; Jon Lee 001 (INFORMS J. Comput., 2023)

Performative Federated Learning: A Solution to Model-Dependent and Heterogeneous Distribution Shifts. - Kun Jin; Tongxin Yin; Zhongzhu Chen; Zeyu Sun; Xueru Zhang; Yang Liu 018; Mingyan Liu (AAAI, 2024)

Consistency Purification: Effective and Efficient Diffusion Purification towards Certified Robustness. - Yiquan Li; Zhongzhu Chen; Kun Jin; Jiongxiao Wang; Jiachen Lei; Bo Li 026; Chaowei Xiao (NeurIPS, 2024)

Consistency Purification: Effective and Efficient Diffusion Purification towards Certified Robustness. - Yiquan Li; Zhongzhu Chen; Kun Jin; Jiongxiao Wang; Bo Li 026; Chaowei Xiao (CoRR, 2024)

Technical Note - Masking Anstreicher's linx Bound for Improved Entropy Bounds. - Zhongzhu Chen; Marcia Fampa; Jon Lee 001 (Oper. Res., 2024)

Robust Representation Consistency Model via Contrastive Denoising. - Jiachen Lei; Julius Berner; Jiongxiao Wang; Zhongzhu Chen; Chaowei Xiao; Zhongjie Ba; Kui Ren 001; Jun Zhu 001; Anima Anandkumar (ICLR, 2025)

Risk assessment and dynamic game analysis of sustainable cooperative afforestation. - Zhongzhu Chen; Jian Lin 005; Huizhen Cai; Zhiteng Chen (Appl. Soft Comput., 2025)

Robust Representation Consistency Model via Contrastive Denoising. - Jiachen Lei; Julius Berner; Jiongxiao Wang; Zhongzhu Chen; Zhongjia Ba; Kui Ren 001; Jun Zhu 001; Anima Anandkumar (CoRR, 2025)