Code for the paper Learning the Predictability of the Future (CVPR 2021)

a time series anomaly detection method based on the calibrated one-class classifier

Notebooks for CS5340: Uncertainty Modeling in AI at NUS

An analytical essay on why prediction-based models fail in reflexive, unstable systems. This article argues that accuracy collapses when models influence behavior, and proposes equilibrium and force-based modeling as a more robust framework for understanding pressure, instability, and transitions in AI-shaped systems.

This repository contains GAMS solutions for modeling and solving a robust optimization problem. Tasks include formulating a dietary plan, addressing uncertainties, and comparing solutions under different uncertainty models.

Ternary Logic enforces evidence based economics. It stops risky actions during uncertainty, records every decision with immutable proof, exposes hidden manipulation, anchors economic history across public blockchains, protects stakeholders from opaque systems, and ensures capital flows remain accountable to society and the planet.