Hybrid machine/human ML
September 13, 2021 — September 23, 2023
computers are awful
statistics
UI
unsupervised
Placeholder to discuss the details of designing algorithms that learn to augment humans.
Additional distinction: will they complement or compete with our existing faculties?
1 Human-in-the-loop learning
There is probably a lot more going on in the world of human-in-the-loop learning than I am aware of. For now see adaptive design of experiments.
2 Our robot regency
How long will it be worthwhile augmenting humans before it is more efficient to replace them? See the robot regency.
3 Incoming
- Lauren Oakden-Rayner, No Doctor Required: Autonomy, Anomalies, and Magic Puddings
- Machine learning for medical imaging: methodological failures and recommendations for the future
- Impact of artificial intelligence on pathologists’ decisions: an experiment
- Are Model Explanations Useful in Practice? Rethinking How to Support Human-ML Interactions.
- How to Make Tech Products (that Don’t Cause Depression and War)
- Using Artificial Intelligence to Augment Human Intelligence
- Ethan Mollick, Centaurs and Cyborgs on the Jagged Frontier
4 References
Agarwal, D’souza, and Hooker. 2021. “Estimating Example Difficulty Using Variance of Gradients.” arXiv:2008.11600 [Cs].
Carter, and Nielsen. 2017. “Using Artificial Intelligence to Augment Human Intelligence.” Distill.
Charusaie, Mozannar, Sontag, et al. 2022. “Sample Efficient Learning of Predictors That Complement Humans.” In Proceedings of the 39th International Conference on Machine Learning.
Danaher. 2018. “Toward an Ethics of AI Assistants: An Initial Framework.” Philosophy & Technology.
Donahue, Kollias, and Gollapudi. 2023. “When Are Two Lists Better Than One?: Benefits and Harms in Joint Decision-Making.”
Fügener, Grahl, Gupta, et al. 2021. “Will Humans-in-the-Loop Become Borgs? Merits and Pitfalls of Working with AI.” MIS Quarterly.
Hilgard, Rosenfeld, Banaji, et al. 2020. “Learning Representations by Humans, for Humans.” arXiv:1905.12686 [Cs, Stat].
Hohenstein, Kizilcec, DiFranzo, et al. 2023. “Artificial Intelligence in Communication Impacts Language and Social Relationships.” Scientific Reports.
Lee. 2020. The Coevolution: The Entwined Futures of Humans and Machines.
Meyer, Khademi, Têtu, et al. 2022. “Impact of Artificial Intelligence on Pathologists’ Decisions: An Experiment.” Journal of the American Medical Informatics Association.