Premium Only Content

Unlocking AI’s Black Box: New Formula Explains How They Detect Relevant Patterns
The findings can also be applied to enhance the efficiency of various machine learning frameworks.
Neural networks have been powering breakthroughs in artificial intelligence, including the large language models that are now being used in a wide range of applications, from finance, to human resources to healthcare. But these networks remain a black box whose inner workings engineers and scientists struggle to understand. Now, a team led by data and computer scientists at the University of California San Diego has given neural networks the equivalent of an X-ray to uncover how they actually learn.
The researchers found that a formula used in statistical analysis provides a streamlined mathematical description of how neural networks, such as GPT-2, a precursor to ChatGPT, learn relevant patterns in data, known as features. This formula also explains how neural networks use these relevant patterns to make predictions.
“We are trying to understand neural networks from first principles,” said Daniel Beaglehole, a Ph.D. student in the UC San Diego Department of Computer Science and Engineering and co-first author of the study. “With our formula, one can simply interpret which features the network is using to make predictions.”
-
LIVE
Bannons War Room
4 months agoWarRoom Live
16,234 watching -
2:02:07
Bitcoin on Rumble
2 hours agoBitcoin and Accountability
2.91K1 -
1:01:07
VINCE
3 hours agoINCOMING! Trump Set To Reveal The Deep State's Darkest Secrets TODAY | Episode 87 - 07/17/25
164K139 -
LIVE
The Big Mig™
4 hours agoPOLITICAL FIRESTORM: DOJ FIRES Federal Prosecutor Maurene Comey
5,314 watching -
LIVE
LFA TV
15 hours agoLFA TV ALL DAY STREAM - THURSDAY 7/17/25
5,292 watching -
1:11:30
Dear America
3 hours ago1 MILLION Illegals Have “Self-Deported”!! IT’S WORKING!! + Trump Calls Epstein List a HOAX?!
102K132 -
LIVE
Badlands Media
5 hours agoBadlands Daily: July 17, 2025
5,469 watching -
LIVE
Wendy Bell Radio
7 hours agoMAGA Wants REVENGE
8,639 watching -
2:04:57
Matt Kohrs
11 hours agoMARKET OPEN: Bounce or Bust?! || Live Trading
30.4K3 -
59:06
The Mike Schwartz Show
3 hours agoTHE MIKE SCHWARTZ SHOW with DR. MICHAEL J SCHWARTZ 07-17-2025
25.7K1