LUNA is a pretrained EEG encoder released in Base, Large and Huge sizes; its paper lists the Temple University EEG corpus (TUEG) and the Siena Scalp EEG Database as its pretraining data. BCI Report ran Base and Large frozen. The input is resampled to 256 Hz and cut to whole patches, and the one- and two-second windows and four- to eight-channel layouts here are outside the regime its authors tested. The weights are CC BY-ND 4.0: no modified weights or adapters are shared, and no endorsement by the LUNA authors is implied.
Weights terms: LUNA under CC BY-ND 4.0, with no modified weights shared. No model’s authors endorse these results. Every weights licence and its terms →
EEGMAT · v9 foundation encoders, frozen · arithmetic & rest
Weights terms: LUNA under CC BY-ND 4.0, with no modified weights shared. No model’s authors endorse these results. Every weights licence and its terms →
EEGMAT · Model adaptation, v9 · new people, same task, one fixed recipe (not a ranking)
+1.8 pp+0.1 pp–+3.3 pp23 people improved, 11 got worse, 2 unchanged. The interval excludes zero.
36
Weights terms: LUNA under CC BY-ND 4.0, with no modified weights shared. No model’s authors endorse these results. Every weights licence and its terms →
BETA · v9 foundation encoders, frozen · SSVEP, 8 channels
Weights terms: LUNA under CC BY-ND 4.0, with no modified weights shared. No model’s authors endorse these results. Every weights licence and its terms →
BETA · v9 foundation encoders, frozen · SSVEP, 4 channels
Weights terms: LUNA under CC BY-ND 4.0, with no modified weights shared. No model’s authors endorse these results. Every weights licence and its terms →
ds006593 · v9 foundation encoders, frozen · P300 target ERP
Weights terms: LUNA under CC BY-ND 4.0, with no modified weights shared. No model’s authors endorse these results. Every weights licence and its terms →
Weights terms: LUNA under CC BY-ND 4.0, with no modified weights shared. No model’s authors endorse these results. Every weights licence and its terms →
Weights terms: LUNA under CC BY-ND 4.0, with no modified weights shared. No model’s authors endorse these results. Every weights licence and its terms →
ds005342 · v9 foundation encoders, frozen · idle & command
Weights terms: LUNA under CC BY-ND 4.0, with no modified weights shared. No model’s authors endorse these results. Every weights licence and its terms →
What was run, as the v9 release records it: each checkpoint’s revision and SHA-256, its encoder parameters, the footnote its rows carry and its weights licence. No weights, adapted weights or LoRA deltas were kept or shared, and no endorsement by the model’s authors is implied.
LUNA Base
Panel
A row beside the core matrix on every protocol page
CC BY-ND 4.0 (owner-approved: internal adaptation, aggregate scores only, no adapted weights or LoRA deltas shared)
Licence note
CC BY-ND 4.0 weights: scores from internal probing/adaptation only; no modified weights, LoRA or adapter deltas are shared; no implied endorsement by the LUNA authors; the LUNA name is not used to suggest an official release.
Rights review
Owner-approved on 2026-10-04 for internal probing and adaptation with aggregate scores only. No modified weights, LoRA or adapter deltas are shared; no endorsement by the LUNA authors is implied, and the LUNA name is not used to suggest an official release.
Row footnote
Resampled to 256 Hz and truncated to whole 40-sample patches; 1-2 s windows and 4-8 channel montages are outside the authors' tested regime.
Notes
LUNA resamples to 256 Hz and keeps whole 40-sample patches: 1 s keeps 240/256 samples, 2 s keeps 480/512.
EEGMAT adaptation
Run: a head trained on the frozen encoder against LoRA rank 4, three seeds.
LUNA Large
Panel
A row beside the core matrix on every protocol page
Owner-approved on 2026-10-04 for internal probing and adaptation with aggregate scores only. No modified weights, LoRA or adapter deltas are shared; no endorsement by the LUNA authors is implied, and the LUNA name is not used to suggest an official release.
Row footnote
As LUNA Base. Frozen probes only.
Notes
LUNA resamples to 256 Hz and keeps whole 40-sample patches: 1 s keeps 240/256 samples, 2 s keeps 480/512.
EEGMAT adaptation
not run by design: LUNA Large is frozen probes only in the v9 stage specification
Pretraining exposure, by dataset
Whether each core dataset is in the model authors’ published pretraining list, checked on 2026-10-04 and linked to the source. A dataset absent from the list is not proof that its recordings were never seen; recording-level audits were not done.
BCI Report