750Mb/s 17pJ/b 90nm CMOS (120,75) TS-LDPC Min-Sum based analog decoder
Why this work is in the frame
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Bibliographic record
Abstract
Circuit and IC implementation of a (120, 75) Min-Sum based Turbo-Structured LDPC analog decoder in CMOS 90nm technology is presented. This is the highest throughput and one of the longest codes implemented to date using analog techniques. At a Bit Error Rate of 10 <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">-5</sup> , the measured performance is within 0.2dB of modeled performance using floating-point arithmetic. The chip was tested at a throughput of 750Mb/s. This improves the throughput of analog decoders by a factor of 57. The power dissipation of the core is 13 mW resulting in 17pJ/b energy efficiency. The core area is 1.38mm <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup> . The fabricated MS-based TS-LDPC analog decoder has BER performance nearly identical to theory without compromising energy efficiency.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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