Rapid prototyping fault-tolerant heterogeneous digital signal processing systems
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
An approach is presented that permits the configuration of application specific hardware, with arbitrary hardware redundancy, to match the signal flow graph of arbitrary applications. The hardware is mapped to the signal flow graph of an application. An inventory of heterogeneous processors, specialized to perform a predefined set of functions, enables rapid prototyping of systems with arbitrary topologies. Application specific systems that match the signal flow graph of applications outperform general purpose systems in speed and throughput. This research focuses on solving the problems associated with the interconnection of the heterogeneous building blocks. A communication architecture is proposed that allows the interconnection of processors with varying speed and functionalities. Standardization of the interface control unit (ICU) greatly reduces the development cost by removing the need to design custom interfaces. The ICU permits the introduction of varying degree of hardware redundancy into the topology at the system, cluster or processor level.
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 | 0.002 | 0.002 |
| Open science | 0.001 | 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