Tiny Recursive Model (TRM) Paper Explained

In this video, we break down the paper Less is More: Recursive Reasoning with Tiny Networks, which introduces the Tiny Recursive Model (TRM), a simplified version of the Hierarchical Reasoning Model (HRM). With only 7 million parameters, TRM outperforms HRM and even top reasoning LLMs on challenging benchmarks such as ARC-AGI, Sudoku-Extreme, and Mazes. We’ll break down its architecture and training process, and explore its results. Written Review - https://aipapersacademy.com/tiny-recursive-model/ Paper - https://arxiv.org/abs/2510.04871 ___________________ 🔔 Subscribe for more AI paper reviews! 📩 Join the newsletter → https://aipapersacademy.com/newsletter/ Patreon - https://www.patreon.com/aipapersacademy The video was edited using VideoScribe - https://tidd.ly/44TZEiX ___________________ Chapters: 0:00 Introduction 1:36 TRM Results 3:10 TRM Architecture