paper analysis
Table of Contents
paper analysis extract the following information from a paper:
- problem
- what problem is solved
- method
- what method is taken
- innovation
- what is fun about it
1. Example:
on [1]:
- problem
- imitation learning is slow, often involves solving a reinforcement learning prolbem
- method
- use Foward-Backword Framework to build a behaviour foundation model, the usage of which won’t involve solving a reinforcement learning problem, and therefore is fast
- innovation
- their literature review is impressive
- use BSM to avoid reinforcement(a dynamic process)
Bibliography
[1]
“Fast Imitation via Behavior Foundation Models,” in The Twelfth International Conference on Learning Representations, Oct. 2023. Accessed: Jan. 27, 2024. [Online]. Available: https://openreview.net/forum?id=qnWtw3l0jb