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cs.LG2026
Transfer Calibrated Prediction Powered Inference
Aditya T. Vadlamani, Jae Ho Chang, Srinivasan Parthasarathy +1
Prediction-powered inference (PPI) and its power-tuned extension (PPI++) improve confidence intervals by combining a small gold-standard labeled sample with a large AI model's pred…
cs.CY2026
Towards Auditing AI Systems in the Wild
Aditya T. Vadlamani, Anutam Srinivasan, Srinivasan Parthasarathy
AI systems are increasingly deployed in real-world settings where their behavior is shaped by dynamic environments, evolving data distributions, and complex interactions with users…