Track 2 Logo
This track challenges agents to complete a full Pokémon role-playing game (Pokémon Emerald) as quickly and efficiently as possible, navigating a massive, partially observable world with hundreds of NPCs and thousands of possible actions.

Long-horizon planning, efficient exploration, and strategic resource management are critical to succeeding in this track. Agents must learn to balance immediate objectives with long-term strategic goals, making decisions that span thousands of timesteps while adapting to the unpredictable nature of RPG gameplay.

The speedrunning challenge pushes AI systems to their limits in sequential decision-making, requiring sophisticated planning algorithms and efficient resource management to achieve optimal completion times in complex, open-world environments.

Starter Kits

Our starter kit provides a real-time agent loop with modular components for perception (game frame recognition), planning & memory (long term vs. short term goals, knowledge storage), and control (gameboy emulator action execution).


Submission Guidelines

How to Submit for Track 2

Submissions for this track focus on achieving maximum game completion under time constraints.

  • Python code implementing your agent
  • Configuration file specifying dependencies
  • Video recording of your agent's best run
  • Logs of inputs and outputs for verification

Your agent must interact exclusively through our custom Pokémon Emerald emulator API. Use any method, as long as the final action comes from a neural network.

We will provide a baseline agent (scaffolding and VLM setup) and emulator API for beta testers.

Timeline

June 11th, 2025

Competition Website Launch

Official competition website goes live with preliminary documentation.

June 25th, 2025

Formal Competition Announcement

Full rules and track timeline announced. Starter code with a baseline RPG agent (scaffolding and VLM setup) and emulator API available for beta testers.

July 7th, 2025

Competition Begins

Track 2 Competition Begins. Submit runs of your Pokémon Emerald agent to the leaderboard.

October 15, 2025

Results Announcement

Final results announced, winners notified.

December 2025

NeurIPS 2025 Presentation

Winners present their solutions at NeurIPS 2025.