Archive Status: Online

WORK.

PRIMARY_RESEARCH_PAPERS
Paper 4

Semantic Pressure and Zero-Shot Generalization: Scaling the DDIN Receiver Model to a 2000-Root Linguistic Manifold

Demonstrating 11x amplification of phonosemantic signal in zero-weight AdEx reservoirs. Achieved ARI=0.9555 at language scale (N=2000).

ARI 0.9993 (Best)
Paper 1

Phonosemantic Grounding: Sanskrit as a Formalized Case of Motivated Sign Structure for Interpretable AI

Empirical validation of Pāṇinian articulatory loci as the basis for semantic vector space grounding across Sanskrit corpora.

Locus-ARI 0.086
Paper 2

Sequential Phonosemantic Encoding in ODE Reservoirs: Breaking Static Baselines and Measuring Capacity Ceilings

Identifying the causal link between reservoir criticality (r=-0.53) and the emergence of stable semantic attractor basins.

r = -0.53
Paper 3

The Epileptiform Synchrony Limit: E/I Equilibrium as a Physical Prerequisite for Intelligence in Spiking Neural Networks

Defining the E/I equilibrium as a physical prerequisite for scaling contextual memory and avoiding network collapse.

ESL Theory