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Question: Training time for DemyAgent and RLAnything? #12

@moran-cn

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@moran-cn

Hi, thanks for the great work on both papers!

I've read through both the papers (arXiv:2510.11701 and arXiv:2602.02488) and the repository configs carefully, but could not find any explicit training time for either work. I wanted to ask for these numbers to better understand the compute budget needed for reproduction.


What the papers/configs already tell us

DemyAgent (Appendix A.1):

  • Hardware: 8× Tesla-A100-80G (single node)
  • SFT: 5 epochs, batch size 32
  • RL: 3 epochs, batch size 64
  • Missing: how many hours/days did SFT and RL each take?

RLAnything:

  • GUI Agent (OSWorld): 12 nodes × 8 GPUs = 96× A100, 240 RL steps
  • LLM Agent (AlfWorld): 8 nodes × 8 GPUs = 64× A100, 200 RL steps
  • Coding LLM: 4 nodes × 8 GPUs = 32× A100, 300 RL steps
  • Missing: training time per setting?

This information would be very helpful for the community to plan reproduction efforts and estimate costs. Thanks in advance!

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