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Jennifer L Collinger

3 accepted papers

2025

A Generalist Intracortical Motor Decoder

NeurIPS 2025poster

Mapping the relationship between neural activity and motor behavior is a central aim of sensorimotor neuroscience and neurotechnology. While most progress to this end has relied on restricting complexity, the advent of foundation models instead proposes integrating a breadth of data as an alternate…

Cited by 0SourceScholar
2024

Few-shot Algorithms for Consistent Neural Decoding (FALCON) Benchmark

NeurIPS 2024poster

Intracortical brain-computer interfaces (iBCIs) can restore movement and communication abilities to individuals with paralysis by decoding their intended behavior from neural activity recorded with an implanted device. While this activity yields high-performance decoding over short timescales, neura…

2023

Neural Data Transformer 2: Multi-context Pretraining for Neural Spiking Activity

NeurIPS 2023poster

The neural population spiking activity recorded by intracortical brain-computer interfaces (iBCIs) contain rich structure. Current models of such spiking activity are largely prepared for individual experimental contexts, restricting data volume to that collectable within a single session and limiti…