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Project Ideas for Doctor of Philosophy in Computer Science

Push the boundaries of AI, systems, theory, and human–tech symbiosis.

🏛 Introduction

Georgia Tech CS PhD students author state-of-the-art models at NeurIPS, crash test OS kernels in Google’s micro-datacenter, and draft policy for Senate AI hearings. Research spans machine learning robustness, post-quantum crypto, XR interfaces, and carbon-aware cloud orchestration.

💡 Suggested Project Titles

LLM red-teaming framework with automated exploit synthesis

Energy-adaptive scheduler for carbon-aware Kubernetes clusters

Zero-knowledge proof compiler for post-quantum signatures

Neural rendering pipeline for real-time telepresence holography

Rust-based micro-kernel with formally verified isolation

Federated-learning privacy attack taxonomies and defenses

Graph RL optimizer for chip floor-planning placement

Human-in-the-loop explainability toolkit for medical imaging AI

Differential-privacy OLAP engine on geospatial census data

Quantum-inspired heuristic for NP-hard scheduling

Serverless stream-processing for global wildfire telemetry

Edge-AI vision stack for wildlife poaching detection

Bias mitigation in recommender systems via causal inference

WebGPU-accelerated physics sandbox for STEM education

Formal-methods-based patch generator for memory-safety bugs

Georgia Tech – PhD in Computer Science

Invent foundational computing that reshapes society.

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