Custos: Supervised Agent Development Environment (SADE)
A local-first, evidence-bound runtime for autonomous AI agents enforcing deterministic state persistence, cryptographic capability …
Financial Fraud Detection via Conditional WGAN-GP and RL-Driven Active Sampling
A deep active learning pipeline on IEEE-CIS transaction data combining Conditional WGAN-GP tabular generation with PPO Reinforcement …
Physics-Informed Neural Networks (PINNs) for High-Dimensional Basket Option Pricing
Solving multi-asset Black-Scholes PDEs with hard-constrained ICPINNs, breaking the curse of dimensionality and achieving a 3,500x …
End-to-End E-Commerce Customer Churn Prediction & MLOps Pipeline
A production-grade, reproducible Data Science and custom MLOps architecture engineered to predict customer churn with strict zero data …
Deep Learning Old Photo Restoration & Defect Inpainting Pipeline
A production-grade computer vision pipeline combining Resolution-Robust Large Mask Inpainting (LaMa) and CodeFormer for automated …
Cross-Lingual Aspect-Based Sentiment Analysis (X-ABSA) Engine
A comprehensive deep learning framework transferring fine-grained sentiment knowledge from high-resource English to low-resource …