Fig. 4: NoMAD enables stable offline decoding across 5 weeks in a reaching task.
From: Stabilizing brain-computer interfaces through alignment of latent dynamics

a Schematic of the center-out reaching task, modified from figures in Ethier et al.68 and Perich et al.40 Copyright (2018), with permission from Elsevier. b R2 of aligned cursor velocity decoding for each method applied to all pairs of sessions (12 sessions spanning 38 days). c Median R2 of cursor velocity within each 5-day bin. Conventions as in Fig. 3. d Top: Percentage of Day K decoding failures (R2 < 0) in 5-day bins. Bottom: Decoding performance as a function of days between sessions. Conventions as in Fig. 3. e Left: Measured single-trial reach trajectories, colored by target location. Right: reach position trajectories integrated from the decoded reach velocity when Day 38 is aligned to Day 0.