1 code implementation • 29 Apr 2024 • Andy He, Darren Key, Mason Bulling, Andrew Chang, Skyler Shapiro, Everett Lee
Graphics Processing Units (GPUs) have become the leading hardware accelerator for deep learning applications and are used widely in training and inference of transformers; transformers have achieved state-of-the-art performance in many areas of machine learning and are especially used in most modern Large Language Models (LLMs).
no code implementations • 19 Feb 2024 • Hao Tang, Darren Key, Kevin Ellis
We give a model-based agent that builds a Python program representing its knowledge of the world based on its interactions with the environment.
no code implementations • 29 Sep 2022 • Darren Key, Wen-Ding Li, Kevin Ellis
We develop an approach to estimate the probability that a program sampled from a large language model is correct.