#Transformers
8 posts tagged with "Transformers"
Tensor Logic: One Equation to Rule Them All
•12 min read
Pedro Domingos proposes that neural networks and symbolic AI are the same mathematical operation - a logical rule can be equivalently written as a tensor equation in Einstein summation notation. If true, we've been building separate tools for problems that share identical structure.
Nested Learning: How Your Neural Network Already Learns at Multiple Timescales
•17 min read
#deep-learning#neural-networks#optimization#memory-consolidation#language-models#transformers#continual-learning
Nested Learning: The Illusion of Deep Learning Architectures - A comprehensive guide to the arXiv paper revealing how neural networks learn at multiple timescales through hierarchical optimization.