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Niharika Shrivastava

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Exploring Pillars of Trustworthy AI: Robustness and FairnessOpen Source Summit Japan + AI_dev 20242024-10-28
Shows how tiny, computed perturbations—derived from the loss gradient—break classifiers (using gradient-sign perturbation (FGSM)) and how adversarial training…
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Predicting the Traffic Jam Congestion Aware RoutingPyCon India 20202020-10-02
Presents a working congestion-aware routing prototype that extracts a city street network (tested on Singapore) ingests live network-congestion signals and…
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