05 / Continual learning

Plastic Signal Garden

A recurrent agent adapts as the rewarded cue changes.

Saved training measurements

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Recorded training measurements for Plastic Signal GardenRecorded artifact

Signal Garden puts an adaptation task in a two-dimensional arena. The rewarded beacon changes, so the agent has to use recurrent state, plastic weights, and memory slots rather than a fixed cue.

The saved training plot shows episode reward, the size of the fast weight update, and output firing over environment steps. The repeated rises and resets in the lower traces mark the changing task schedule.

Recorded artifact

Training record

Recorded training measurements for Plastic Signal Garden
Measurements from the saved project run.

Reading the training record

01

Top

Episode reward changes as the rewarded cue and training schedule change.

02

Middle

Plastic norm measures the size of fast weight updates. The regular sawtooth pattern reflects reset cycles.

03

Bottom

Firing shows aggregate agent activity during training. The figure is a measurement from one saved run.