InfoWorld

Reinforcement learning explained

Reinforcement learning uses rewards and penalties to teach computers how to play games and robots how to perform tasks independently You have probably heard about Google DeepMind’s AlphaGo program, ...
Nature

Enhancing queries for code generation with reinforcement learning

We propose an RL-based method to refine queries for DeepSeek code generation, learning from the results of generated code. We use a dual-model design: a learnable refiner (Qwen+LoRA) and a fixed ...
InfoWorld

Python code completion gets an assist from machine learning

The makers of a new programmer’s assistant for Python developers are tapping machine learning technology to build new kinds of programming tools. Kite, billed by its creators as “the AI copilot for ...
The Conversation

What is reinforcement learning? An AI researcher explains a key method of teaching machines – and how it relates to training your dog

Understanding intelligence and creating intelligent machines are grand scientific challenges of our times. The ability to learn from experience is a cornerstone of intelligence for machines and living ...
Nature

LLMs augmented hierarchical reinforcement learning with action primitives for long-horizon manipulation tasks

Deep reinforcement learning methods have shown promising results in learning specific tasks, but struggle to cope with the challenges of long horizon manipulation tasks. As task complexity increases, ...