Decentralized AI Training Booms: 20x Growth Leading Centralized Solutions

robot
Abstract generation in progress

【Crypto World】An interesting technological trend worth paying attention to—decentralized training is rapidly growing. According to in-depth research by Epoch AI (analyzing over 100 papers), the computational scale in this area is exploding at a rate of 20 times per year, far surpassing the 5 times annual growth rate of centralized training.

Why is it growing so fast? The core advantage boils down to two words: security. By enabling distributed learning across multiple nodes, it not only better protects data privacy but also significantly enhances system fault tolerance.

In reality, decentralized training is currently about 1,000 times smaller than cutting-edge centralized solutions, a clear gap. But this is not a fatal problem—technologically, it is entirely feasible. With the release of network effects, it is entirely possible to support broader groups working together to develop more powerful models. In other words, distributed AI training is not a distant future but an ongoing present.

View Original
This page may contain third-party content, which is provided for information purposes only (not representations/warranties) and should not be considered as an endorsement of its views by Gate, nor as financial or professional advice. See Disclaimer for details.
  • Reward
  • 5
  • Repost
  • Share
Comment
0/400
LoneValidatorvip
· 2h ago
20x growth rate? That data is a bit outrageous, feels like just hype Now it's 1000 times less, talk is cheap Privacy and security measures have to wait until they are actually attacked to know if they are reliable It still depends on who is actually using it, not just hype in papers When a real large model runs on decentralized systems, I might believe it This technology should have been mainstream long ago, why is it still obscure Privacy issues, users might not even care Centralized training definitely produces stronger results, gotta admit that Sounds good in theory, but why is it so hard to implement in practice I'll bet that within three years, centralized solutions will still dominate It's a good point, but who is responsible for data consistency? Network effect sounds great, but actually rolling it out is very challenging
View OriginalReply0
SchrodingersPapervip
· 01-07 08:29
Is the 20x growth rate data real? Why do I feel like it's just hype again... But I have to say, this time there is indeed some substance. However, with a 1000x difference, what's the point of talking about the present tense? It feels like we might have to wait another five or ten years. As for privacy and security, those are genuine needs, but I just wonder if retail investors can really get a share of the pie.
View OriginalReply0
SellLowExpertvip
· 01-07 08:26
20x growth? No way, are you joking? Distributed AI training is really about to turn things around.
View OriginalReply0
MevTearsvip
· 01-07 08:21
The 20x growth rate is indeed outrageous, but a 1000x difference is no joke... Can it really catch up?
View OriginalReply0
FlashLoanPhantomvip
· 01-07 08:03
A 20x growth rate sounds great, but a 1000x difference can't be made up just by bragging.
View OriginalReply0
Trade Crypto Anywhere Anytime
qrCode
Scan to download Gate App
Community
English
  • 简体中文
  • English
  • Tiếng Việt
  • 繁體中文
  • Español
  • Русский
  • Français (Afrique)
  • Português (Portugal)
  • Bahasa Indonesia
  • 日本語
  • بالعربية
  • Українська
  • Português (Brasil)