verl is a flexible, efficient and production-ready RL training library for large language models (LLMs). verl is the open-source version of HybridFlow: A Flexible and Efficient RLHF Framework paper.

The reasoning systems are based on a technology called large language models, or L.L.M.s. To build reasoning systems, ...

He also discussed the "education" of such machines "by means of rewards and punishments." Turing's ideas ultimately led to the development of reinforcement learning, a branch of artificial ...

Search Engine Land » PPC » Advertisers pull back from TikTok, boost Meta amid ban uncertainty Chat with SearchBot Please note that your conversations will be recorded. Already facing a sale or ...

Meta has released a new collection of AI models, Llama 4, in its Llama family — on a Saturday, no less. There are three new models in total: Llama 4 Scout, Llama 4 Maverick, and Llama 4 Behemoth ...

This paper proposes a novel ESSs control framework based on Meta-Reinforcement Learning (Meta-RL), comprising offline training and online adaptation phases. The offline training phase features a ...

Machine learning (ML) models have been increasingly applied to predict post-heart transplantation (HT) mortality, aiming to improve decision-making and optimize outcomes. This systematic review and ...

Abstract: The gradient-based meta-learning algorithm gains meta-learning parameters from a pool of tasks. Starting from the obtained meta-learning parameters, it can achieve better results through ...

Figure 02's human-like gait is the product of the company's simulated reinforcement learning system, and is just the beginning of its plans to make its robots perform physical tasks more naturally.

If you find this project useful, welcome to cite us. @article{lu2025ui, title={UI-R1: Enhancing Action Prediction of GUI Agents by Reinforcement Learning}, author={Lu, Zhengxi and Chai, Yuxiang and ...

Researchers from the University of Hong Kong and Meta Reality Labs Research introduce Sonata, an advanced approach designed to address these fundamental challenges. Sonata employs a self-supervised ...

A Columbia University student, Roy Lee, has stirred controversy after revealing that he used an AI tool he developed to ace coding interviews and land internships at top tech firms like Amazon, Meta, ...