Sobel Filters

Used in traditional NCA for spatial gradient perception; replaced by logic gate kernels in DiffLogic CA

Neighborhood — ranked by edge-count

method

Logic Gate Perception Kernels
contradicts
Named technique in DiffLogic CA where fixed-structure logic circuits replace Sobel filters for neighborhood perception

concept

Perception Stage
cites
First stage of DiffLogic CA update where each cell gathers information from neighboring cells via logic gate kernels

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

variational filteringmethod0.691
Method to obtain time-dependent conditional densities by maximizing variational free energy.
particle filteringmethod0.687
Existing approach for nonlinear state estimation, contrasted with DEM.
Gabor-like Filtersconcept0.687
Simple cell receptive field properties common in both artificial and biological early visual systems
Kalman filteringmethod0.674
Existing approach for dynamic model inversion, contrasted with DEM.
Datapoint Filteringmethod0.673
Mitigation technique that filters out datapoints identified by probe-based ranking.
monitorsconcept0.669
Synchronization construct encapsulating shared data and protected access routines.
Relevance Filtering of SAE Latentsconcept0.657
Pre-filtering step excluding latents naturally activated by each prompt to ensure genuine off-topic steering