Jun 1, 2026 · Artificial Intelligence

Bengio’s New Parallel Multi‑Trajectory Reasoning Paradigm

The article introduces GRAM (Generative Recursive Reasoning Models), a parallel multi‑trajectory inference framework that replaces deterministic single‑track recursion with stochastic latent transitions and width scaling, achieving state‑of‑the‑art results on Sudoku‑Extreme, ARC‑AGI, N‑Queens and Graph Coloring benchmarks.

GRAMGenerative Recursive ReasoningYoshua Bengio

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Bengio’s New Parallel Multi‑Trajectory Reasoning Paradigm

Machine Learning Algorithms & Natural Language Processing

May 23, 2026 · Artificial Intelligence

10M‑Parameter Model Solves ARC and Sudoku – Bengio Team Bets on Multi‑Trajectory Reasoning

A 10‑million‑parameter GRAM model from Bengio, KAIST, Mila and NYU achieves 97% accuracy on Sudoku‑Extreme and competitive scores on ARC‑AGI tasks by replacing deterministic recursive updates with a probabilistic multi‑trajectory process, and extensive ablations show that both random guidance and depth‑supervised training are essential for its performance.

ARC‑AGIGRAMGenerative Recursive Reasoning

0 likes · 9 min read

10M‑Parameter Model Solves ARC and Sudoku – Bengio Team Bets on Multi‑Trajectory Reasoning