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Christy Varughese Mathew

Hi. Right now I'm building Generative AI and Robust AI models for Adversarial Attacks. I am at MISN IIT Delhi now, and I'm advised by Dr. Sandeep Kumar. In Fall 2022, I was a research intern at the MetaConscious Group at MIT.

If you spot someone at the VIT campus twirling a pen and failing miserably to keep it up, it's probably me. Ask me about piano, philosophy, game theory, or anything related to AI over a cup of coffee!

Want to reach out? Say Hello!

Instagram. LinkedIn. Curius.

Research

Manifold Regularized Generative Adversarial Networks

An AI for Image Generation

GAN variant with applied graphical methods for smoother, more diverse image generation with enhanced stability and performance.

MISN Lab

Empirically Derived Scaling Principles for an Increasingly Complex Binary Decision Task

This project explores how well artificial neural networks (ANNs) mimic human decision-making by learning complex rules from multiple cues. Simulations test ANNs' ability to approximate these rules as they become more intricate.

MetaConscious LAB MIT BCS Dept.

Adaptive Regularization in Manifold Space

Adaptive Manifold regularization which helps AI learn by focusing on the underlying structure of data, like a hidden path in a maze. It avoids getting hung up on noise and creates simpler, more accurate decision rules.

MISN Lab

Blog

Is Effective Altruism Really Effective?

A stranger digital acquaintance, once asked me: "What would you do with a billion dollars and limited time to invest?", Lin was an effective altruist from California and was visiting India for her recent FTX-funded project. Lin seemed curious about an altruistic answer. While I lacked one, I could sense the intent behind her question. We discussed about Economic custodianship, i.e capping down surplus profit in sectors that may seem unethical as businesses with, such as healthcare. with commercialization reserved solely for the purpose of replenishment.

Theory of Game

Shakespeare's Julius Caesar manifests a classic dilemma of decision making. The state of Rome, Marullus and Flavius triumphs as Julius Caesar returns from war, Conspirators and his fellow senator Marcus Brutus suspicious of Caesar accepting offers to become the emperor, plots to assassinate Caesar, Warned of the Ides, 15th of March, Caesar ignores. The consequences of his decisions can be far-reaching and irreversible. At the capitol Cesar is stabbed by the conspirators followed by Brutus , Julius Caesar enounce his final words "Et tu, Brute?" (Also you?). His decision collapses the Roman Republic.