Research archive

Papers.

Notes, experiments, and formal writeups from the research side of the portfolio.

Research papers

Paper 05

Acoustic Formant Features Are Insufficient for Semantic Axis Recovery but Sufficient for Articulatory Locus Classification in Sanskrit Verbal Roots

A spiking reservoir computing audit showing that acoustic formants fail to recover semantic axes but succeed in classifying articulatory loci under corrected gloss-based labels.

negative result audit
Paper 04

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

A reservoir-scale experiment measuring how phonosemantic signal behaves under larger root sets and stronger semantic pressure.

large-scale clustering
Paper 01

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

A formal grounding experiment connecting articulatory structure, linguistic roots, and interpretable representational spaces.

grounding study
Paper 02

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

A sequence-modeling study around reservoir capacity, stability, and the limits of static phonosemantic baselines.

capacity analysis
Paper 03

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

A theory note on instability, collapse, and equilibrium constraints in spiking systems.

theory note