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Less Is More: Recursive Reasoning with Tiny Networks

4 hours ago
https://arxiv.org/abs/2510.04871
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  • #Machine Learning
  • #Recursive Reasoning
  • #Neural Networks
  • Introduces Tiny Recursive Model (TRM), a simpler recursive reasoning approach.
  • TRM uses a single tiny network with only 2 layers and 7M parameters.
  • Outperforms Hierarchical Reasoning Model (HRM) and many Large Language Models (LLMs) on tasks like ARC-AGI.
  • Achieves 45% test-accuracy on ARC-AGI-1 and 8% on ARC-AGI-2.
  • Demonstrates potential for solving complex problems with minimal computational resources.
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