1 code implementation • 10 Jan 2024 • Edison Guo, Maruf Ahmed, Yue Sun, Rui Yang, Harrison Cook, Tennessee Leeuwenburg, Ben Evans
FourCastNeXt is an optimization of FourCastNet - a global machine learning weather forecasting model - that performs with a comparable level of accuracy and can be trained using around 5% of the original FourCastNet computational requirements.
no code implementations • 6 Nov 2023 • Anurag Koul, Shivakanth Sujit, Shaoru Chen, Ben Evans, Lili Wu, Byron Xu, Rajan Chari, Riashat Islam, Raihan Seraj, Yonathan Efroni, Lekan Molu, Miro Dudik, John Langford, Alex Lamb
Goal-conditioned planning benefits from learned low-dimensional representations of rich, high-dimensional observations.
no code implementations • 21 Sep 2023 • Irmak Guzey, Yinlong Dai, Ben Evans, Soumith Chintala, Lerrel Pinto
First, we use a contrastive-based objective to learn visual representations.
no code implementations • 21 Mar 2023 • Irmak Guzey, Ben Evans, Soumith Chintala, Lerrel Pinto
In the first phase, we collect 2. 5 hours of play data, which is used to train self-supervised tactile encoders.
no code implementations • 24 Mar 2022 • Sridhar Pandian Arunachalam, Sneha Silwal, Ben Evans, Lerrel Pinto
Optimizing behaviors for dexterous manipulation has been a longstanding challenge in robotics, with a variety of methods from model-based control to model-free reinforcement learning having been previously explored in literature.
no code implementations • 10 Mar 2022 • Ben Evans, Abitha Thankaraj, Lerrel Pinto
Understanding environment dynamics is necessary for robots to act safely and optimally in the world.
no code implementations • 4 Feb 2022 • Josue Nassar, Jennifer Brennan, Ben Evans, Kendall Lowrey
Online learning via Bayes' theorem allows new data to be continuously integrated into an agent's current beliefs.
no code implementations • ICLR 2022 • Josue Nassar, Jennifer Rogers Brennan, Ben Evans, Kendall Lowrey
Online learning via Bayes' theorem allows new data to be continuously integrated into an agent's current beliefs.
no code implementations • 13 Oct 2020 • Jakub Vincalek, Sean Walton, Ben Evans
The results from a survey showing the attitudes of engineers and students with design experience with respect to optimisation algorithms are presented.