146 citations · 173 across the 10 of their papers we have counts for
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cs.AI2026
Towards Reliable Vision-Language Models for Autonomous Driving
Manasa Mariam Mammen, Priyanka Mary Mammen, Zafer Kayatas +1
Vision-Language models (VLMs) are increasingly being explored in autonomous driving for tasks such as scene understanding, driving reasoning, decision-making, and end-to-end drivin…
cs.AI2026
Do Agents Know When They Succeed? Calibrating Agent Confidence from Internal Representations
Priyanka Mary Mammen, Emil Joswin, Srujananjali Medicherla
As agentic systems getting adopted rapidly in safety critical applications, it is vital to measure the confidence associated with the agentic actions. In comparison to the traditio…