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
Modern FPGAs are used to implement a wide range of circuits, many of which have coarse-grained and fine-grained components. The ever-increasing size of these circuits places great demand on CAD tools to synthesize circuits faster and without loss in quality. Synthesizing coarse-grained components onto fine-grained FPGA resources is inefficient, and past attempts to optimize FPGAs for word-oriented datapaths have met with limited success. This paper presents a CAD flow to fully compile Verilog into a configuration bitstream for a new type of FPGA with time-multiplexed coarse-grained resources. We demonstrate two approaches with gains of 61x and 42x in synthesis time on average compared to QuartusII, but due to time-multiplexing and current synthesis limitations we achieve circuit speeds of 14x and 8.5x slower on average. We show the tools can also trade density for maximum clock frequency.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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