MLGym introduces a groundbreaking framework that enables large language models to conduct AI research across multiple domains including computer vision, NLP, and game theory.

• First Gym environment specifically designed for machine learning tasks
• Creates opportunities for reinforcement learning to train AI research agents
• Features 13 diverse, open-ended AI research tasks across multiple domains
• Establishes a benchmark (MLGym-Bench) to evaluate LLM capabilities in AI research

Gaming Impact: MLGym incorporates game theory as a core domain, enabling AI to understand strategic decision-making principles that underpin both gaming environments and game design. This framework could accelerate AI's ability to develop and optimize gaming experiences.

MLGym: A New Framework and Benchmark for Advancing AI Research Agents