no code implementations • 11 Apr 2024 • Yuhao Zhang, Shiqi Wang, Haifeng Qian, Zijian Wang, Mingyue Shang, Linbo Liu, Sanjay Krishna Gouda, Baishakhi Ray, Murali Krishna Ramanathan, Xiaofei Ma, Anoop Deoras
Code generation models are not robust to small perturbations, which often lead to inconsistent and incorrect generations and significantly degrade the performance of these models.
no code implementations • 11 Oct 2023 • Linbo Liu, Trong Nghia Hoang, Lam M. Nguyen, Tsui-Wei Weng
The second approach introduces a post-processing method EsbRS which greatly improves the robustness certificate based on building model ensembles.
1 code implementation • 19 Jul 2022 • Linbo Liu, Youngsuk Park, Trong Nghia Hoang, Hilaf Hasson, Jun Huan
This work studies the threats of adversarial attack on multivariate probabilistic forecasting models and viable defense mechanisms.