Manifold-Aligned Counterfactual Explanations for Neural Networks
Georgia Perakis, Wei Sun, et al.
AISTATS 2024
Around 120 centuries ago a technological innovation, agriculture, triggered the emergence of civilization, which led to science, and thence to such progress in understanding and controlling nature that by the 20th century our species attained the technical ability to sustain a world population of billions. The Enlightenment-inspired Universal Declaration of Human Rights (UHDR), promulgated in 1948 after a decade of technical sophistication accompanied by inequity and cruelty on an unprecedented scale, exemplifies the seemingly still attainable goal of an equitable, peaceful civilization that manages its environment and itself well enough to last millions of centuries.
Georgia Perakis, Wei Sun, et al.
AISTATS 2024
Brianna Richardson, Kush R. Varshney
INFORMS 2021
Brandon Dominique, David Piorkowski, et al.
CHI 2024
Blossom Metevier, Dennis Wei, et al.
NeurIPS 2025