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Project Ideas for Doctor of Philosophy in Computer Science

Advance computing theory and systems for innovation in AI, security, and software design.

🏛 Introduction

UMD’s PhD in Computer Science equips students for high-level research in AI, machine learning, systems, theory, and cybersecurity. Students work with world-class faculty on interdisciplinary projects and contribute to open-source tools, academic publications, and startup ventures.

💡 Suggested Project Titles

Development of a scalable distributed file system with fault tolerance

Adversarial training techniques for robust deep neural networks

Formal verification of blockchain consensus protocols

Design of efficient algorithms for large-scale graph analytics

Privacy-preserving machine learning using homomorphic encryption

Zero-knowledge proofs for secure authentication systems

Neural machine translation models for low-resource languages

Optimization of real-time scheduling algorithms for multicore systems

Design of a high-performance programming language for data processing

Analysis of fairness metrics in AI-driven hiring platforms

Automated bug detection in open-source repositories using LLMs

Dissertation on complexity theory in quantum computing

Development of explainable AI models for medical image classification

Federated learning framework for edge devices in smart homes

Formal methods for verifying smart contract correctness

Human-centered computing study on accessibility in HCI

Compiler optimizations for energy efficiency in embedded systems

Creation of a scalable search engine for decentralized networks

Simulation and analysis of IoT security in smart grid systems

Temporal reasoning models for autonomous robotic planning

University of Maryland – PhD in Computer Science

Redefine how we compute with advanced research in theory, AI, and systems design in UMD’s Computer Science PhD.

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