Merit is a central pillar of liberal epistemology, humanism, and democracy. The scientific enterprise, built on merit, has proven effective in generating scientific and technological advances, reducing suffering, narrowing social gaps, and improving the quality of life globally. This perspective documents the ongoing attempts to undermine the core principles of liberal epistemology and to replace merit with non-scientific, politically motivated criteria. We explain the philosophical origins of this conflict, document the intrusion of ideology into our scientific institutions, discuss the perils of abandoning merit, and offer an alternative, human-centered approach to address existing social inequalities.
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This content will become publicly available on March 1, 2026
Towards unveiling sensitive and decisive patterns in explainable AI with a case study in geometric deep learning
- PAR ID:
- 10587920
- Publisher / Repository:
- Springer Nature
- Date Published:
- Journal Name:
- Nature Machine Intelligence
- Volume:
- 7
- Issue:
- 3
- ISSN:
- 2522-5839
- Page Range / eLocation ID:
- 471 to 483
- Format(s):
- Medium: X
- Sponsoring Org:
- National Science Foundation
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