Classifier-free guidance is a really useful technique within the media-generation domain (images, videos, music). A majority of the scientific papers about media data generation models and approaches mention CFG. I find this paper as...
AI is becoming a more significant a part of our lives on daily basis. But as powerful because it is, many AI systems still work like “black boxes.” They make decisions and predictions, but...
Understanding COCONUT's InnovationPicture the difference between speaking your thoughts out loud and the actual mental process happening in your brain. That gap – between verbalized thoughts and neural activity – is precisely what Meta's...
Imagine this: you have got built an AI app with an incredible idea, however it struggles to deliver because running large language models (LLMs) looks like attempting to host a concert with a cassette...
Remember once we thought having AI complete a sentence was groundbreaking? Those days feel distant now as AI evolved from easy pattern matching to increasingly sophisticated reasoning. The challenge with AI has at all...
Imagine asking an AI to resolve a simple arithmetic problem about paying back a loan. When the AI encounters the word “owed,” it stumbles, producing incorrect calculations and faulty logic. But change that single...
Implementing Speculative and Contrastive DecodingLarge Language models are comprised of billions of parameters (weights). For every word it generates, the model has to perform computationally expensive calculations across all of those parameters.Large Language models...
Mathematics has all the time posed a big challenge for AI models. Mastering math requires complex reasoning skills, and for AI, this task is anything but straightforward. That creates an enormous problem given the...