Fully-multiplexed First-order 3D IIR Frequency-Planar Filter Module
Why this work is in the frame
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Bibliographic record
Abstract
A VLSI hardware architecture for the on-chip implementation of a first-order 3D IIR fully-multiplexed frequency-planar filter module (FMFPM) is proposed. FMFPMs may be employed in 3D IIR video filtering and sensor-array based plane-wave filtering applications. The proposed FMFPM can potentially be used as a 3D IIR building block circuit for the realization of second (or higher) order frequency-planar filters, 3D IIR beam filters, multiple passband beam filters and multiple passband frequency-planar filters which are required for realizing 3D IIR cone filter banks. An M = 4 passband frequency-planar filter example is provided using a single Xilinx Virtex-II xc2v2000fg676-4 FPGA device
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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