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Aswanth Krishnan

2 papers indexed

arxivquant-phcs.AIcs.LG2026-07-03

Self-Specializing Vision-Language Transmon Chip Calibration in a Physics-Grounded Environment

Animesh Tripathy, Aswanth Krishnan

Calibrating a superconducting transmon chip is a sequential decision problem under noise, drift, and a finite budget: an expert must choose experiments, read ambiguous plots, judge fit quality, and revise stale beliefs as the chip drifts. We study whether a vision-language agent…

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arxivcs.LGcs.AIcs.CV2026-07-02

Beyond the Performance Illusion: Structure-Aware Stratified Partitioning and Curriculum Distributionally Robust Optimization for Spatially Correlated Domains

Prathamesh Patil, Arpit Jain, Aswanth Krishnan

Performance evaluation in AI systems commonly assumes that random dataset splits produce independent and identically distributed (i.i.d.) subsets. We show that this assumption often breaks down in spatiotemporally correlated domains such as aerial surveillance, precision agricult…

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