Analyzing the Tradeoffs Between State Space Models and Transformers
By
jxmorris12
Fresh out the oven, still warm. Top of the tray.
Summary
The blog post discusses the tradeoffs between State Space Models (SSMs) and Transformers in sequence modeling, offering insights and opinions for researchers. It defines SSMs and explores their implications in comparison to Transformers.
Key quotes
· 3 pulledThis blog post was adapted from a talk I’ve given a handful of times over the last year.
It was meant to be a high-level talk accessible to a fairly broad audience, but hopefully has some interesting insights, opinions, and intuitions around sequence models for the dedicated researchers too.
Just so we’re on the same page, I’ll start by defining what I mean by a state space model.
You might also wanna read
Google's Debug program seeks EPA approval to release 64 million modified mosquitoes in California and Florida
Google's Debug program plans to release up to 64 million genetically modified "good" mosquitoes in California and Florida over two years to
The dangers of anthropomorphising AI: Why we must see machines as machines
This article argues that anthropomorphising AI—projecting human thoughts, feelings, and intentions onto machines—is a natural but dangerous
Researchers Work to Decode the "Black Box" of Reservoir Computing and Brain-Inspired AI
This article explores Reservoir Computing (RC), a specialized form of recurrent neural networks (RNNs) that mimics biological brain processe
Vera C. Rubin Observatory Set to Discover Millions of Asteroids and Transient Phenomena in Big-Data Astronomy Era
The Vera C. Rubin Observatory in Chile is preparing to begin operations, designed to capture the entire Southern Hemisphere night sky every
Experimental demonstration of quantum communication advantage for Euclidean distance calculation using coherent state fingerprints
This paper presents an experimental demonstration of quantum advantage in communication complexity for the Euclidean distance problem. The r
Quantum research reveals when entanglement hinders rather than helps channel discrimination
This research paper investigates the role of entanglement in quantum channel discrimination, challenging the common assumption that more ent
