Continuous Online Self-Monitoring Introspection Circuitry for Timing Repair by Incremental Partial-Reconfiguration (COSMIC TRIP)
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
We show that continuously monitoring on-chip delays at the LUT-to-LUT link level during operation allows a field-programmable gate array to detect and self-adapt to aging and environmental timing effects. Using a lightweight (<4% added area) mechanism for monitoring transition timing, a Difference Detector with First-Fail Latch, we can estimate the timing margin on circuits and identify the individual links that have degraded and whose delay is determining the worst-case circuit delay. Combined with Choose-Your-own-Adventure precomputed, fine-grained repair alternatives, we introduce a strategy for rapid, in-system incremental repair of links with degraded timing. We show that these techniques allow us to respond to a single aging event in less than 190ms for the toronto20 benchmarks. The result is a step toward systems where adaptive reconfiguration on the time-scale of seconds is viable and beneficial.
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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 | 0.001 | 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