6 code implementations • ICML 2018 • Xi Chen, Nikhil Mishra, Mostafa Rohaninejad, Pieter Abbeel
Autoregressive generative models consistently achieve the best results in density estimation tasks involving high dimensional data, such as images or audio.
4 code implementations • ICLR 2018 • Nikhil Mishra, Mostafa Rohaninejad, Xi Chen, Pieter Abbeel
Deep neural networks excel in regimes with large amounts of data, but tend to struggle when data is scarce or when they need to adapt quickly to changes in the task.