weight space programming

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FreeResearch Paper

Research & Papers

Weight-Space Programming From Scratch on Simple Tasks

Authors: Chandan Singh
Published: 2026-11-02

An interactive report showing small transformer networks whose weights were written directly by an AI agent, with no training, to solve toy tasks such as bit-string parity. Every weight matrix is displayed, and code, run logs and saved programs are published on GitHub.

#weight-space-programming#interpretability#machine-learning#research

csinva.ioAdded Nov 3, 20260 opens

FreeResearch Paper

Research & Papers

Sparks of Weight-Space Programming: LLMs Can Natively Read & Write Neural Network Weights

Venue: Blog post (not peer-reviewed)
Published: 2026-11-02

A research blog post from MIT CSAIL researchers reporting that frontier language models can identify what a neural network was trained to do from its raw weights and can write small working networks directly. The post is not yet peer-reviewed; results are the authors' own.

#weight-space-programming#interpretability#llms#research

rikiyat.github.ioAdded Nov 3, 20260 opens