A Theoretical Explanation of Activation Sparsity through Flat Minima and Adversarial Robustness. - Ze Peng 001; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (CoRR, 2023)

Leveraging Flatness to Improve Information-Theoretic Generalization Bounds for SGD. - Ze Peng 001; Jian Zhang 090; Yisen Wang 001; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (ICLR, 2025)

On the Implicit Adversariality of Catastrophic Forgetting in Deep Continual Learning. - Ze Peng 001; Jian Zhang 090; Jintao Guo; Lei Qi 001; Yang Gao 001; Yinghuan Shi (CoRR, 2025)

When Shared Knowledge Hurts: Spectral Over-Accumulation in Model Merging. - Yayuan Li; Ze Peng 001; Jian Zhang 090; Jintao Guo; Yue Duan; Yinghuan Shi (CoRR, 2026)

Towards the Connection between Activation Sparsity and Flat Minima. - Ze Peng 001; Jian Zhang 090; Lei Qi 001; Yang Gao 001; Yinghuan Shi (CoRR, 2026)