ts1.models.single_session#

Baselines fit on one session, from scratch.

Linear

Single linear layer mapping binned spike counts to task outputs.

MLP

Multi-layer perceptron mapping binned spike counts to task outputs.

GRU

Gated recurrent unit network mapping binned spike counts to task outputs.

TCN

Temporal convolutional network mapping binned spike counts to task outputs.

CEBRA

CEBRA-based neural decoding model on single-session [Schneider et al., 2023].

CEBRAEvalTrainer

Benchmark eval trainer with in-run CEBRA encoder fitting.

NDTSuperv

Single-session Transformer encoder for supervised neural decoding [Ye and Pandarinath, 2021].