I connected a fruit fly connectome to tic-tac-toe (with a minimax safety net)

说明与用途

该项目展示了如何将真实果蝇神经网络映射到井字棋代理，并使用极小极大安全网来改进策略。

问题

How to use a real fruit fly neural circuit to play tic‑tac‑toe.

结果

The project demonstrates that a real fruit fly connectome can be mapped to a simple game, producing a playable tic‑tac‑toe agent. The fly’s circuit alone tends to lose, but when combined with a minimax safety net it can play competitively.

工作流

• Select neurons that send motor commands and their central brain inputs.
• Use connectome data to obtain neuron‑to‑neuron connections, synapse counts, and neurotransmitter predictions.
• Map each of the 9 tic‑tac‑toe squares to a group of output neurons and each board state to a group of input neurons.
• Simulate signal flow through the network using the real wiring and synapse strengths.
• Determine the fly’s preferred move as the output group with the strongest activity.
• Run minimax to generate optimal moves; let the fly pick among minimax‑recommended moves.
• If minimax is disabled, run the raw circuit alone to observe its behavior.
• Play the game via terminal interface.

证据

Scientists have mapped the whole nervous system of a fruit fly: every neuron and every connection, in a public database called a connectome.

来源

Python, neuprint-python, networkx and pandas do the work.

来源