Mar 31, 2024 · In this work, we construct a computationally efficient self-healing process to correct undesired model behavior during online inference when ...

Apr 7, 2024 · In this work, we construct a computationally efficient self-healing process to correct undesired model behavior during online inference when ...

Mar 31, 2024 · This approach maintains computational efficiency, enhances robustness in large language models, and allows for rapid online inference. Our ...

Despite the effectiveness of deep neural networks in numerous natural language processing applications, recent findings have exposed the vulnerability of ...

Mar 31, 2024 · The proposed PID control-based self-healing is a low cost framework that improves the robustness of pre-trained large language models, ...

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In this work, we construct a computationally efficient self-healing process to correct undesired model behavior during online inference when perturbations are ...

Self-Healing Robust Neural Networks via Closed-Loop Control. Z Chen, Q ... PID Control-Based Self-Healing to Improve the Robustness of Large Language Models.

PID Control-Based Self-Healing to Improve the Robustness of Large Language Models · 1 code implementation • 31 Mar 2024 • Zhuotong Chen, Zihu Wang, Yifan Yang ...