Mar 29, 2026
6 min read
Differential Privacy on Reasoning Traces
A survey of the 2026 landscape for applying differential privacy to chain-of-thought outputs — covering private decoding, selective budget allocation, DP-aligned training, and the faithfulness problem that undercuts all of them.