2026-05-17
2-M16 electrode ablation study
A new exploratory ablation retrains the featured 2-M16 recipe with different Muse 2 channel subsets to estimate which electrodes carry the most subject-specific action and finger information.
2026-05-06
2-M16 per-finger actuation metrics
Updated the featured 2-M16 public bundle around the March 19 checkpoint with per-finger command shaping, current replay metrics, and clearer reporting that separates accuracy from throughput.
2026-04-29
2-M16 live inference diagnosis after the April 28 recording
A corrected same-sitting replay showed that the latest live-control failure was not just an event-label problem: the deployed model classified every corrected movement window as rest, with evidence of low-amplitude temporal channels in the live input distribution.
2026-04-24
2-M16 model-selection rollback and comparison
Restored the March 19 deployment checkpoint as the public 2-M16 model after comparing where it wins and loses against the April 3 reference run on holdout, event-level, replay, and pseudo-live safety metrics.
2026-03-19
2-M16 winning model refresh
Published the March 19 2-M16 bundle with cleaned training data, updated applicability handling, refreshed replay metrics, and a new public figure/report bundle.
2026-03-18
2-M16 deployment breakthrough
Published the first March 18 2-M16 public bundle with all-session training, active-finger decoding, pseudo-live replay, topomap evidence, and the corrected Step 7 speed-control path.
2026-03-16
2-M16 split-fix and live-defaults milestone
Refreshed the 2-M16 public bundle with the split-fixed run, cleaner live defaults, and a much more stable mixed-rest profile.
2026-03-03
2-M16 combined-session refresh
Published a new 2-M16 combined-session run with updated figures, report, and paper-page status artifacts.
2026-02-27
1-M16 tuning refresh (2026-02-27)
Published a new tuned 1-M16 model and compared it to the 2026-02-21 version, plus expanded diagnostics.
2026-02-26
2-M16 tuning refresh
Published a new tuned 2-M16 model and compared it to the 2026-02-24 version, plus expanded diagnostics.
2026-02-24
2-M16 retrain with higher rest weight
Retrained 2-M16 with rest weight 0.2→0.8 and compared before/after metrics.
2026-02-22
Second subject results: 1-M16
Published the second subject run and a side-by-side comparison with 2-m16.
2026-02-21
First Fully Trained and Tested Model
We completed our first full training + test cycle and published a validated run bundle.
2025-01-14
Initial Research Release
We released the first end-to-end demo of Muse 2 finger motion decoding.