336 citations · 493 across the 10 of their papers we have counts for
6 papers · 1 filter
Frontiers in Collective Intelligence: A Workshop Report
Tyler Millhouse, Melanie Moses, Melanie Mitchell
In August of 2021, the Santa Fe Institute hosted a workshop on collective intelligence as part of its Foundations of Intelligence project. This project seeks to advance the field o…
Frontiers in Evolutionary Computation: A Workshop Report
Tyler Millhouse, Melanie Moses, Melanie Mitchell
In July of 2021, the Santa Fe Institute hosted a workshop on evolutionary computation as part of its Foundations of Intelligence in Natural and Artificial Systems project. This pro…
Foundations of Intelligence in Natural and Artificial Systems: A Workshop Report
Tyler Millhouse, Melanie Moses, Melanie Mitchell
In March of 2021, the Santa Fe Institute hosted a workshop as part of its Foundations of Intelligence in Natural and Artificial Systems project. This project seeks to advance the f…
Why AI is Harder Than We Think
Melanie Mitchell
Since its beginning in the 1950s, the field of artificial intelligence has cycled several times between periods of optimistic predictions and massive investment ("AI spring") and p…
Adversarial Perturbations Are Not So Weird: Entanglement of Robust and Non-Robust Features in Neural Network Classifiers
Jacob M. Springer, Melanie Mitchell, Garrett T. Kenyon
Neural networks trained on visual data are well-known to be vulnerable to often imperceptible adversarial perturbations. The reasons for this vulnerability are still being debated…
Abstraction and Analogy-Making in Artificial Intelligence
Melanie Mitchell
Conceptual abstraction and analogy-making are key abilities underlying humans' abilities to learn, reason, and robustly adapt their knowledge to new domains. Despite of a long hist…