Form Follows Function: Recursive Stem Model
arXiv:2603.15641v1 Announce Type: new Abstract: Recursive reasoning models such as Hierarchical Reasoning Model HRM and Tiny Recursive Model TRM show that small, weightshared networks can solve computeheavy and NP puzzles by iteratively refining latent states, but their training typically relies...
arXiv:2603.15641v1 Announce Type: new Abstract: Recursive reasoning models such as Hierarchical Reasoning Model HRM and Tiny Recursive Model TRM show that small, weightshared networks can solve computeheavy and NP puzzles by iteratively refining latent states, but their training typically relies on deep supervision and/or long unrolls that increase wallclock cost and can bias the model toward greedy intermediate behavior.
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