Temporal Neural Networks (TENNs) at BrainChip

While working at BrainChip, I led the research and software-hardware codesign of TENNs (Temporal Neural Networks) — a family of deep state-space models designed for efficient, low-latency inference on edge hardware. This line of work developed in parallel with the broader SSM wave (Mamba, Gated Delta Net, etc.), cross-pollinating ideas around structured recurrences, parallel scans, and kernel parameterizations. ...

January 15, 2025 · 2 min · 309 words · PeaBrane