Scaling to Tens of Thousands of Test-Time Iterations with Loop-Native Attention Residuals
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Oct 21, 2026 - Python
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recursive-reasoning
Here are 17 public repositories matching this topic...
CGAR: curriculum-guided adaptive recursion. 1.71x faster training for tiny recursive reasoning models (10.93h to 6.38h on 423k Sudoku-Extreme puzzles)
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Aug 12, 2026 - Python
Curated, protocol-annotated list of Tiny Recursive Models (TRM), HRM, and recursive reasoning models: papers, code, benchmarks, and results
machine-learning awesome sudoku awesome-list arc-agi looped-transformers latent-reasoning hierarchical-reasoning-model recursive-reasoning tiny-recursive-models
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Oct 13, 2026 - Python
Benchmark for evaluating advanced reasoning, recursive dependency resolution, and robustness capabilities of large language models in dynamic, noisy, and structurally challenging environments.
benchmark dependency-resolution ai-accuracy multistep-reasoning ai-evaluation large-language-models ai-reasoning llm-evaluation reasoning-benchmark llm-benchmark ai-reliability recursive-reasoning ai-stability long-chain-reasoning
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May 15, 2026 - Python
Disentangling gradient quality from architecture in recursive reasoning. Controlled experiment: 1-step gradient approximation is the sole bottleneck in HRM vs TRM performance gap.
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Jun 16, 2026 - Jupyter Notebook
[EMNLP 2026] Recursive Reasoning or Statistical Extrapolation? In-Context Learning in Multi-Agent Interdependent Decision-Making
multi-agent game-theory emnlp in-context-learning large-language-models mechanistic-interpretability llm-reasoning recursive-reasoning strategic-reasoning
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Nov 6, 2026 - Python
Completing the 2x2 factorial: HRM's hierarchy with full BPTT reveals gradient-architecture interaction
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Jun 16, 2026 - Jupyter Notebook
Tiny recursive models, think BIGR: Boosting Inference with Guided Reasoning (NeurIPS 2026)
particle-filter sudoku sequential-monte-carlo test-time-compute tiny-recursive-model recursive-reasoning
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Nov 11, 2026 - Python
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
pytorch sudoku mps hrm knowledge-distillation trm bitnet edge-ai ternary-weights quantization-aware-training apple-silicon tiny-models reasoning-engine efficient-ml tiny-recursive-model recursive-reasoning 1-bit-llm bitnet-b158 bitdistill sudoku-extreme
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May 8, 2026 - Python
"TRM (Tiny Recursive Model) integration architecture for Symbion.space ecosystem"
trm symbiont reasoning-systems ai-orchestration efficient-ai tiny-recursive-model recursive-reasoning problem-structured-language geobench
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Oct 24, 2025
NL-CGAR: routing natural-language problems to curriculum-guided recursive reasoning experts. Paper under review at Expert Systems with Applications
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May 9, 2026 - Python
Contractive and monotone latent-operator regularizers for Tiny Recursive Models (TRM) on Sudoku-Extreme: benchmark code and results
sudoku contraction deep-equilibrium-models recursive-reasoning monotone-operators tiny-recursive-models
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Oct 28, 2026 - Python
Recursive reasoning skills for LLM harnesses, including Multipath Reasoning and recursive confidence-loop scoring.
ai multi-agent agents grok codex reasoning llm prompt-engineering claude-code recursive-reasoning stochastic-reasoning
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Oct 23, 2026 - Python
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
python nlp machine-learning research deep-learning rest-api chatbot code-analysis mathematics embeddings artificial-intelligence golden-ratio document-analysis phi fastapi pdf-extraction llm openrouter reasoning-engine recursive-reasoning
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Mar 17, 2026 - Python
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).
machine-learning autograd hrm interactive-visualization trm claude-code ai-built tiny-recursive-model recursive-reasoning daily-webapp
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Jul 18, 2026 - HTML
Tiny Recursive Model (TRM) for grid-based local navigation — neural pathfinding that imitates A* via recursive reasoning
python machine-learning deep-learning neural-network robotics navigation pathfinding behavioral-cloning recursive-model recursive-reasoning
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Jul 15, 2026 - Python
Studying Tiny Recursive Models (TRM) and recursive reasoning for abstract reasoning.
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Jun 20, 2026
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