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Project Ideas for Doctor of Philosophy in Computer Science

Push the theoretical and applied boundaries of computing.

🏛 Introduction

CMU’s PhD in Computer Science lets you craft an individualized research agenda under the mentorship of faculty who routinely author seminal papers and win Turing Awards. Whether proving new complexity-class separations, scaling data-center OS kernels, or quantifying LLM societal impact, you’ll leverage Pittsburgh Supercomputing Center resources, cross-lab collaborations, and generous internal seed grants. Milestone exams emphasize written and oral communication so your breakthroughs influence both academia and industry.

💡 Suggested Project Titles

Proof of tighter approximation bounds for the Steiner tree problem

Distributed garbage-collection protocol minimizing tail latency in edge clouds

Privacy-preserving training of 100B-parameter language models via secret sharing

Formal verification of QUIC congestion-control variants in Coq

Compiler framework that auto-extracts energy profiles for sustainable coding

Adaptive scheduling for heterogeneous GPU/TPU clusters using RL

Graph-rewriting DSL accelerating bioinformatics pipelines on FPGAs

Usability study of cryptographic APIs for non-expert developers

Zero-knowledge attestations for secure multi-tenant serverless platforms

Metric-learning algorithm detecting semantic drift in AI code assistants

Augmented-reality debugger visualizing memory layouts in real time

Program-repair engine combining LLM code hints with symbolic execution

Socio-technical analysis of open-source governance in critical infrastructure

Quantum-inspired heuristic optimizing NP-hard logistics at scale

Policy white paper on aligning open AI research with safety norms

Carnegie Mellon – PhD in Computer Science

Join CMU to author the next era of computer-science breakthroughs.

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