Project Ideas for Doctor of Philosophy in Computer Science

Design of novel reinforcement learning algorithms for high-dimensional control problems

Privacy-preserving federated learning systems for distributed health data

Thesis on adversarial robustness in deep neural networks for vision applications

Optimization techniques for scalable graph processing on distributed clusters

Formal verification of safety-critical systems in autonomous vehicles

Development of real-time anomaly detection in large-scale data streams

Study of algorithmic fairness in AI models for credit scoring

Thesis on dynamic memory management in high-concurrency systems

Neural-symbolic integration for explainable reasoning in knowledge graphs

Quantum-inspired classical algorithms for optimization and cryptography

Secure multi-party computation protocols for cloud-based data analytics

Language model evaluation and bias detection using NLP pipelines

Automated bug detection using static code analysis and symbolic execution

Cyber threat intelligence system with graph-based threat pattern extraction

Distributed consensus protocol design for permissionless blockchain systems

Thesis on topological data analysis in computational biology

AI-powered educational platform that adapts to cognitive learning styles

Predictive modeling of urban traffic using spatiotemporal deep learning

Cryptographic protocol design for quantum-resistant secure messaging

Human-centered computing interface design for augmented reality education