Thin film BIMOS transistor for low-power spiking neuron design in 28nm FD-SOI CMOS technology
Why this work is in the frame
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Bibliographic record
Abstract
Neuromorphic computing is an emerging field of investigation for new algorithm solutions and daily life applications. We investigate a novel design to achieve a spiking neuron operator which uses BIMOS transistor combined with a capacitor and a NMOS bias transistor. The devices are integrated on thin silicon film in 28 nm high-k/metal-gate standard CMOS technology. The proof of design is introduced through 3 dimensional technology computer-aided design (3D TCAD) numerical simulations, and then validated by electrical characterization of the 2T/1C demonstrator. High spiking performance with very low power consumption is obtained. In addition, the spiking neuron design benefits from intrinsic electro-static discharge (ESD) robustness.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it