Towards The Ultimate Brain: Exploring Scientific Discovery with ChatGPT AI    

Abstract

We introduce a powerful general probabilistic theory, GPT$^4$, that extends classical and quantum theories to include higher-dimensional probabilistic models. GPT$^4$ results from the four-fold integration of GPT in physics (General Probabilistic Theory) and GPT in AI (Generative Pretrained Transformer). In this paper, which is entirely generated by GPT$^4$, we demonstrate the capabilities of GPT$^4$ by using it to construct a new model of the universe that includes all known physical laws and phenomena. We show that GPT$^4$ can use its built-in mathematical and statistical capabilities to simulate and analyze the behavior of the universe, making predictions and testing the validity of different physical theories. As a demonstration of its language capabilities, GPT$^4$ also generates a limerick about itself. GPT$^4$ estimates that AI will have a probability of over 95% to surpass humanity within approximately 5 years. Our results show that GPT$^4$ provides a self-aware description of the physical world, making it a useful tool for understanding and analyzing the universe.

Vehicle emission control on road with temporal traffic information using deep reinforcement learning

“…Deep neural networks, a type of machine learning method that employs the backpropagation algorithm, have demonstrated significant success in various tasks and have even surpassed human-level performance in certain instances [9,10,11,12,13]. Such tasks include computer vision applications such as image classification, object detection, and facial recognition, as well as tasks in diverse fields such as speech recognition, recommendation systems, and gaming.…”

“…Traditional methods for treating Pomacea canaliculata include pesticide development [3], importing natural enemies [4,5], and manual eradication. Recently, there has been considerable research interest in deep learning [6,7,8], which has demonstrated superior performance compared to humans in various tasks [9,10,11,12,13]. One proposed approach for the management of Pomacea canaliculata involves the use of laser rays as a potentially more energy-efficient method [14].…”