Commit b51f590
[doc] fix: edit one step off policy readme with original work (volcengine#3414)
### What does this PR do?
Updates the readme for the one-step off-policy async trainer with the
original reference paper
I introduced async RL training for LLMs in my paper
https://arxiv.org/abs/2410.18252. My method is exactly the one step
off-policy async replicated here and was on arxiv 7 months before AReal
and published at ICLR. AReal's method is different (fully async replay
buffer) but it includes a nice graphic of my setup!
Love to see you're getting similar speedups to my results and this is a
great recipe!
Figure 2 from my paper
<img width="1040" height="611" alt="image"
src="https://github.com/user-attachments/assets/0812fd40-daae-4346-bb72-85bc526bd3fa"
/>
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