Japan To Build Global Hubs For AI Robotics Research - themorningnews.com
Japan To Build Global Hubs For AI Robotics Research themorningnews.com
Could not retrieve the full article text.
Read on GNews AI Japan →Sign in to highlight and annotate this article
Conversation starters
Daily AI Digest
Get the top 5 AI stories delivered to your inbox every morning.
More about
japanglobalresearch
![[R] Is autoresearch really better than classic hyperparameter tuning?](https://d2xsxph8kpxj0f.cloudfront.net/310419663032563854/konzwo8nGf8Z4uZsMefwMr/default-img-robot-hand-JvPW6jsLFTCtkgtb97Kys5.webp)
[R] Is autoresearch really better than classic hyperparameter tuning?
We did experiments comparing Optuna autoresearch. Autoresearch converges faster, is more cost-efficient, and even generalizes better. Experiments were done on NanoChat: we let Claude define Optuna’s search space to align the priors between methods. Both optimization methods were run three times. Autoresearch is far more sample-efficient on average In 5 min training setting, LLM tokens cost as much as GPUs, but despite a 2× higher per-step cost, AutoResearch still comes out ahead across all cost budgets: What’s more, the solution found by autoresearch generalizes better than Optuna’s. We gave the best solutions more training time; the absolute score gap widens, and the statistical significance becomes stronger: An important contributor to autoresearch’s capability is that it searches direct
Knowledge Map
Connected Articles — Knowledge Graph
This article is connected to other articles through shared AI topics and tags.
More in Countries
The ABS Challenge System is exposing the worst umpire in baseball
During Wednesday's game between the Tampa Bay Rays and the Milwaukee Brewers, umpire CB Bucknor took a foul ball to the mask and had to be helped off the field. It was the cap to what has been a particularly bad week for one of the most controversial umpires in baseball. It started with perhaps [ ]
Discussion
Sign in to join the discussion
No comments yet — be the first to share your thoughts!