Mitchell, Melanie

An Introduction to Genetic Algorithms

Mitchell, M. (1996) · The MIT Press eBooks

Evolutionary Algorithms and ApplicationsMetaheuristic Optimization Algorithms Research

Cited by 11,340

Complexity A Guided Tour

Mitchell, M. (2009)

Complex Systems and DynamicsChaos, Complexity, and Education

Cited by 2,310

The debate over understanding in AI’s large language models

Mitchell, M., & Krakauer, D. C. (2023) · Proceedings of the National Academy of Sciences

Topic ModelingPhilosophy and Theoretical Science

Cited by 340

Abstraction and analogy‐making in artificial intelligence

Mitchell, M. (2021) · Annals of the New York Academy of Sciences

AI-based Problem Solving and PlanningLogic, Reasoning, and Knowledge

Cited by 125

Rethink reporting of evaluation results in AI

Burnell, R., Schellaert, W., Burden, J., Ullman, T. D., Martinez-Plumed, F., Tenenbaum, J. B., Rutar, D., Cheke, L. G., Sohl-Dickstein, J., Mitchell, M., et al. (2023) · Science

Ethics and Social Impacts of AIScientific Computing and Data Management

Cited by 104

The ConceptARC Benchmark: Evaluating Understanding and Generalization in the ARC Domain

Moskvichev, A., Odouard, V. V., & Mitchell, M. (2023) · arXiv

AI-based Problem Solving and PlanningDomain Adaptation and Few-Shot Learning

Cited by 92

Artificial Intelligence Hits the Barrier of Meaning

Mitchell, M. (2019) · Information

Artificial Intelligence ApplicationsPsychiatry, Mental Health, Neuroscience

Cited by 80

Debates on the nature of artificial general intelligence

Mitchell, M. (2024) · Science

Psychiatry, Mental Health, NeuroscienceArtificial Intelligence Applications

Cited by 73

How do we know how smart AI systems are?

Mitchell, M. (2023) · Science

Artificial Intelligence ApplicationsPsychiatry, Mental Health, Neuroscience

Cited by 71

Probing the psychology of AI models

Shiffrin, R., & Mitchell, M. (2023) · Proceedings of the National Academy of Sciences

Explainable Artificial Intelligence (XAI)Psychiatry, Mental Health, Neuroscience

Cited by 70

AI’s challenge of understanding the world

Mitchell, M. (2023) · Science

Autonomous Vehicle Technology and SafetyAdvanced Neural Network Applications

Cited by 35

Abstraction for Deep Reinforcement Learning

Shanahan, M., & Mitchell, M. (2022) · Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence

Reinforcement Learning in RoboticsAI-based Problem Solving and Planning

Cited by 17