3 papers
cs.CV2026
AURA: Active-Response Attribution under Treatment Ambiguity in Bacterial Cytological Profiling
Kartik Jhawar, Mrunmayee Deshpande, Wilfried Moreira +2
When a bacterial sample is exposed to several antibiotics, not every applied drug necessarily acts: if the organism is resistant to one of them, that drug leaves no morphological t…
cs.CV2026
CHASE: Competing Hypotheses for Ambiguity-Aware Selective Prediction
Kartik Jhawar, Yuhao Geng, Atul N. Parikh +1
Standard selective prediction methods typically estimate uncertainty from the output of a single predictive branch. While effective for general uncertainty estimation, these approa…
cs.CV2026
Physics-consistent deep learning for blind aberration recovery in mobile optics
Kartik Jhawar, Tamo Sancho Miguel Tandoc, Khoo Jun Xuan +1
Mobile photography is often limited by complex, lens-specific optical aberrations. While recent deep learning methods approach this as an end-to-end deblurring task, these "black-b…