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
Much like other computing platforms in the world today, FPGAs are becoming increasingly larger and contain large amounts of reconfigurable logic. This makes FPGAs an acceptable platform for multiprocessor systems. However in today's world of FPGA computing, very limited infrastructure is available to facilitate the creation of cache coherent shared memory systems for FPGAs. This paper introduces FCache, a system for shared memory cache coherent processing on FPGAs. The paper also describes the mapping of the conventional shared bus to FPGAs using two distinct network implemented in FCache. FCache also provides flushing and multithreaded synchronization functionalities, such as locking and unlocking of a mutex variable, which is embedded in its cache component. Despite these additional functionalities, results show that FCache has little resource overhead compared to a previous more simplistic cache coherent system that was targeted for FPGAs.
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 | 0.001 |
| 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