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Project Ideas for Doctor of Philosophy in Computer Science

Theory-driven, impact-minded research across AI, systems, and security.

🏛 Introduction

Duke’s Computer Science Ph.D. propels researchers to the bleeding edge of algorithms, trustworthy AI, and planet-scale systems. Doctoral cohorts harden post-quantum crypto, design carbon-aware schedulers for exascale clusters, and audit large-language-model bias with causal graphs. A unique ‘User & Society’ practicum embeds every fellow with NGOs or city labs, ensuring code translates into equitable impact. Entrepreneurship sprints and policy fellowships round out a program that sends graduates to top faculty posts, Fortune-50 research labs, and mission-driven start-ups.

💡 Suggested Project Titles

Zero-knowledge rollups for privacy-preserving elections

Graph neural network predicting protein–protein interactions

Carbon-aware Kubernetes autoscaler for green cloud computing

Explainable reinforcement learning for wildfire-drone swarms

Quantum-resistant signature scheme for IoT firmware

Differential-privacy toolkit for city open-data portals

Self-healing supply-chain-attack detector for CI/CD pipelines

Deep RL agents simulating resilience in micro-grid markets

Edge-optimized federated learning for wildlife-camera traps

Natural-language refactoring assistant for legacy COBOL code

Augmented-reality IDE overlaying live code performance metrics

Blockchain governance model for open-source contribution rewards

Large-language-model alignment via human value learning

VR classroom teaching NP-completeness with interactive puzzles

Cyber-range scenario generator for autonomous-vehicle security

Policy brief on algorithmic-audit standards for federal agencies

Citizen-science platform benchmarking broadband latencies

Duke University – PhD in Computer Science

Invent algorithms and systems that serve society through Duke CS.

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