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Author

Yash Kumar

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#software testing Open access Sep 2026

TRAFFICGEN: a multi-agent LLM orchestration for smart mobility and emergency corridor pre-emption

The quantitative results show the effectiveness of zero-shot semantic LLM orchestration compared to other LLM controllers with heuristic rules and paves the way for traffic management to move beyond black-box numerical paradigms and into explainable decision-making.

Gaurav Soni, Ganesh Khekare, Yash Kumar et al. · 0 citations
Conference Jul 2026

An Adaptive PSO–GA Hybrid Optimization with Diversity-Aware and Stagnation-Resistant Mathematical Framework for SVR

Support Vector Regression (SVR) is a reliable and generalizable model for non-linear regression, but its performance depends strongly on selecting proper hyperparameters such as the penalty parameter $C$, kernel width $\gamma$, and the $\epsilon$-insensitive loss. Because the SVR objective is highly nonconvex with a mu...

Kumari Nidhi Lal, Yash Kumar, Mehtab Singh Rathore et al. · 0 citations

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