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1. papc-vit papc-vit Public

   In pretrained ViTs, predictive-coding auxiliary losses are calibration levers, not accuracy levers — they move ECE while leaving AUC nearly unchanged.

   Python 1

2. Grid-Accelerated-Pivot-REMC Grid-Accelerated-Pivot-REMC Public

   Six-operator REMC solver hits 94.2% of best known contacts on CAISc 2026 HP folding in 10h. Ablation: pivots drive ~80% of gains. 16,384 parallel GPU chains still underperform replica exchange. LL…

   Jupyter Notebook 2

3. DeployedAi-FaceAuthApp DeployedAi-FaceAuthApp Public

   Offline biometric attendance for NHAI highway worksites. Custom MobileFaceNet 99.28% LFW, liveness, anti-spoof, BioHash ISO/IEC 24745, GPS geofencing, PPE. NHAI Hackathon 7.0

   TypeScript 1 1

4. Pixel_Alchemists Pixel_Alchemists Public

   Measure the degradation, then invert it. A 3.74M-parameter CNN recovers KLA's forward model from the paired data by least squares, stabilises its signal-dependent noise with a variance-stabilising …

   Python 1