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cs.AI2026
Detecting and Mitigating Bias by Treating Fairness as a Symmetry Operation
Nishit Singh
Machine learning systems deployed in high stakes socioeconomic settings routinely display bias. We formalize bias as a symmetry breaking operation: a classifier is fair if its outp…
cs.AI2026
Emergent Ordinal Geometry in Transformers Trained on Local Comparisons
Nishit Singh
Transitive inference is the challenge of inferring that A < C from knowing only adjacent relations (A < B, B < C). It is solved by humans and animals not through logical chaining b…