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Deepnet: Scaling transformers to 1,000 layers

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cs.AI 1

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2025 1

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UNVERDICTED 1

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Hierarchical Reasoning Model

cs.AI · 2025-06-26 · unverdicted · novelty 5.0

HRM is a recurrent architecture with high-level planning and low-level execution modules that reaches near-perfect accuracy on complex Sudoku, maze navigation, and ARC benchmarks using 27M parameters and 1000 samples without pre-training or CoT supervision.

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  • Hierarchical Reasoning Model cs.AI · 2025-06-26 · unverdicted · none · ref 19

    HRM is a recurrent architecture with high-level planning and low-level execution modules that reaches near-perfect accuracy on complex Sudoku, maze navigation, and ARC benchmarks using 27M parameters and 1000 samples without pre-training or CoT supervision.