Hi, I'm Mansi Phute

CS PhD at Georgia Tech
I am a PhD student at Georgia Tech advised by Polo Chau in the Polo Club of Data Science.
My research is in Trustworthy, Responsible, and Secure AI. I find vulnerabilities in AI systems and build practical, scalable defenses against them, so that large-scale models can be secured and the systems deployed with them can be trusted.
My work has led to two patents and two industry-deployed defenses, along with papers at top AI conferences. This includes VISOR and VISOR++: a single, universal steering image that steers architecturally diverse models without access to their internals at runtime.
I have collaborated with scientists at IBM, HiddenLayer, Intel Labs, and Nanyang Technological University

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Featured Publications

Transferrable Visual Input based Steering for Output Redirection in Large Vision Language Models
ECCV, 2026
A Unified Evaluation System for Configurable Attacks in Differentiable Environments
arXiv, 2026
Bridging Differentiable Rendering and Photorealistic Simulation for End-to-end Adversarial Attacks
Pacific Asia Conference on Knowledge and Data Discovery, 2026
Visual Input based Steering for Output Redirection in Large Vision Language Models
AAAI AIR-FM Workshop, 2026
A Large-Scale Dataset for Testing Robustness of Image Classifiers
NeurIPS, 2024
By Self Examination, LLMs Know They Are Being Tricked!
ICLR Tiny Paper, 2024