Technology

This report tried to estimate AI energy usage, which is a...

AI Observer
Technology

OpenAI is planning to ring in 2019 with a push for...

AI Observer
Technology

Xiaomi intensifies AI investment with GPU cluster

AI Observer
Technology

Apple in early talks to integrate AI models in iPhones in...

AI Observer
Technology

2025 Will be the year that AI agents transform crypto

AI Observer

Featured

News

Sampling Without Data is Now Scalable: Meta AI Releases Adjoint Sampling...

AI Observer
Education

Meta Researchers Introduced J1: A Reinforcement Learning Framework That Trains Language...

AI Observer
News

This AI Paper Introduces PARSCALE (Parallel Scaling): A Parallel Computation Method...

AI Observer
News

Marktechpost Releases 2025 Agentic AI and AI Agents Report: A Technical...

AI Observer
AI Observer

Sampling Without Data is Now Scalable: Meta AI Releases Adjoint Sampling...

Data Scarcity in Generative Modeling Generative models traditionally rely on large, high-quality datasets to produce samples that replicate the underlying data distribution. However, in fields like molecular modeling or physics-based inference, acquiring such data can be computationally infeasible or even impossible. Instead of labeled data, only a scalar reward—typically derived...