2 papers
cs.CV2025
Refine and Align: Confidence Calibration through Multi-Agent Interaction in VQA
Ayush Pandey, Jai Bardhan, Ishita Jain +3
In the context of Visual Question Answering (VQA) and Agentic AI, calibration refers to how closely an AI system's confidence in its answers reflects their actual correctness. This…
eess.SY2025
Parameter Robustness in Data-Driven Estimation of Dynamical Systems
Ayush Pandey
We study the robustness of system estimation to parametric perturbations in system dynamics and initial conditions. We define the problem of sensitivity-based parametric uncertaint…