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

Mar 31, 2024 · The optimal control solution requires simulating the Hamiltonian dynamics over several iterations during online inference (Pontryagin,. 1987), which involves ...

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, whether standard or ...

Mar 15, 2024 · PID Control-Based Self-Healing to Improve the Robustness of Large Language Models ... deep neural networkslanguage modelsperturbationsself-healing processpid ...

Dec 15, 2023 · Zhao and Z. Zhang, "PID Control-Based Self-Healing to Improve the Robustness of Large Language Models," Transactions on Machine Learning Research (TMLR), ...

Jul 11, 2024 · PID Control-Based Self-Healing to Improve the Robustness of Large Language Models ... The proposed PID control-based self-healing is a low cost framework ...

Jul 2, 2024 · PRD: Peer Rank and Discussion Improve Large Language Model based Evaluations ... PID Control-Based Self-Healing to Improve the Robustness of Large Language Models.

Aug 1, 2024 · PID Control-Based Self-Healing to Improve the Robustness of Large Language Models ... Language Modelling · Large Language Model +1. 21. Paper · Code · A Non ...

Jun 2, 2024 · Prior work to gain self-healing of element locators, has been traditionally done with different algorithms and recently with the help of Large Language Models.