2 papers
cs.CL2026
Mechanism-Driven Monitors for Preemptive Detection of LLM Training Instability
Ruixuan Huang, Yipei Wang, Wenyi Fang +7
Frontier large language model training consumes massive accelerator fleets and long wall-clock computation, making stability failures costly when they occur. After a numerical or a…
cs.LG2026
On the Effects of Adversarial Perturbations on Distribution Robustness
Yipei Wang, Zhaoying Pan, Xiaoqian Wang
Adversarial robustness refers to a model's ability to resist perturbation of inputs, while distribution robustness evaluates the performance of the model under data shifts. Althoug…