recursive-reasoning

CGAR: curriculum-guided adaptive recursion. 1.71x faster training for tiny recursive reasoning models (10.93h to 6.38h on 423k Sudoku-Extreme puzzles)

Benchmark for evaluating advanced reasoning, recursive dependency resolution, and robustness capabilities of large language models in dynamic, noisy, and structurally challenging environments.

Completing the 2x2 factorial: HRM's hierarchy with full BPTT reveals gradient-architecture interaction

Disentangling gradient quality from architecture in recursive reasoning. Controlled experiment: 1-step gradient approximation is the sole bottleneck in HRM vs TRM performance gap.

First 1-bit (BitNet b1.58) recursive reasoner for Sudoku-Extreme - distilled from a 7M-param FP TRM teacher into a 1.4 MB ternary student

"TRM (Tiny Recursive Model) integration architecture for Symbion.space ecosystem"

Self-evolving recursive AI reasoning system — φ-governed tool use, multi-agent code review, workflow orchestration, and persistent spiral memory, built on E8 Lie group geometry and golden ratio mathematics

NL-CGAR: routing natural-language problems to curriculum-guided recursive reasoning experts. Paper under review at Expert Systems with Applications

TinyRecurseLab — train a real Tiny Recursive Model (TRM) in your browser on 4x4 Sudoku. From-scratch autograd, 6 interactive modules on recursive reasoning (arXiv:2510.04871).

Recursive reasoning skills for LLM harnesses, including Multipath Reasoning and recursive confidence-loop scoring.

Tiny Recursive Model (TRM) for grid-based local navigation — neural pathfinding that imitates A* via recursive reasoning

Studying Tiny Recursive Models (TRM) and recursive reasoning for abstract reasoning.