Seemingly Simple Planning Problems are Computationally Challenging: The Countdown Game

📰 ArXiv cs.AI

Simple planning problems can be computationally challenging, as shown by the Countdown Game

advanced Published 7 Apr 2026
Action Steps
  1. Identify simple planning problems that can be used to evaluate planning capabilities
  2. Analyze the computational complexity of these problems
  3. Develop new planning benchmarks that can accurately measure long-term planning capabilities
  4. Apply these benchmarks to evaluate the performance of current foundational models and agents
Who Needs to Know This

AI researchers and engineers working on planning benchmarks and foundational models can benefit from this study, as it highlights the limitations of current models and the need for more robust planning benchmarks

Key Insight

💡 Simple planning problems can be computationally challenging, making them useful for evaluating planning capabilities

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🤖 Simple planning problems can be computationally challenging! 📊
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