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Project Ideas for Doctor of Philosophy in Artificial Intelligence

Probe the foundations of intelligent behavior and responsible deployment.

🏛 Introduction

The CMU PhD in AI unifies machine learning, reasoning, language, and human factors. Students design neuro-symbolic architectures, formalize value-alignment, and evaluate societal impacts through policy fellowships. Cross-disciplinary mentorship from philosophy, cognitive science, and public policy ensures your algorithms are both powerful and principled.

💡 Suggested Project Titles

Neuro-symbolic planner for household robots in cluttered scenes

Formal logic framework verifying safety in hierarchical policies

LLM-based argument-mapping tool for policy deliberation

Bayesian inverse-game-theory model inferring human preferences

Emotion-aware dialogue agent evaluated on mental-health support corpora

Multi-agent decision-making benchmark in mixed-motive scenarios

Graphical-model fusion of vision and language for embodied QA

Causal-counterfactual reasoning module reducing bias in recommendations

Curriculum for teaching AI literacy in K-12 classrooms via block coding

White paper on global AI compute governance frameworks

Adaptive meta-controller switching between symbolic and neural components

Measurement study of energy and water footprint of frontier models

Zero-shot policy generalization across simulated ethical dilemmas

Interactive theorem prover guiding LLM reasoning chains

Citizen-assembly app using AI facilitation for consensus building

Carnegie Mellon – PhD in Artificial Intelligence

Study core AI and shape its human-centric future at CMU.

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