The landscape of artificial intelligence (AI) in strategic games has witnessed groundbreaking achievements, with AI conquering complexities in games like chess and Go. However, a new milestone has been achieved with Cicero, an AI that exhibits human-level performance in the multifaceted board game Diplomacy, a realm that involves not just strategy, but the nuances of negotiation and human interaction. …
In the ever-evolving landscape of machine learning, diffusion models have marked their territory as a groundbreaking class of generative models. The paper "Diffusion Models for Reinforcement Learning: A Survey" delves into how these models are revolutionizing reinforcement learning (RL). This blog aims to unpack the crux of the paper, highlighting how diffusion models are addressing long-standing challenges in RL and paving the way for future innovations. …
Orca 2 marks a significant advancement in language model development, emphasizing enhanced reasoning abilities in smaller models. This blog explores Orca 2's innovative methodologies, "Cautious Reasoning" and "Prompt Erasing," detailing their impact on AI language modeling. …
This blog post delves into the key concepts of "System 2 Attention" (S2A) mechanism, introduced in a recent paper by Jason Weston and Sainbayar Sukhbaatar from Meta, its implementation, and the various variations explored in the paper. …