Now, fueled by the remarkable advancements in reinforcement learning (RL), this vision is rapidly becoming our reality. The recent Turing Award, the highest honor in computer science, ...

RLVR (Reinforcement Learning with Verifiable Rewards) is widely regarded as a promising approach to enable LLMs to continuously self-improve and acquire novel reasoning capabilities. Researchers ...

Reinforcement learning, ... (The schematic diagram of a model extraction attack is shown in Figure 1). ... In this section, we briefly introduce the definition of differential privacy and outline the ...

Computing pioneer Alan Turing suggested training machines with rewards and punishments. Two computer scientists put the idea into practice in the 1980s and set the stage for the likes of ChatGPT.

Reinforcement Learning (RL) is a type of machine learning where a model learns to make decisions by interacting with an environment. Unlike supervised learning, where the model is provided with ...

Having machines learn from experience was once considered a dead end. It’s now critical to artificial intelligence, and work in the field has won two men the highest honor in computer science.