Author

Shylaja S. S.

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Conference Aug 2026

Demand Forecasting in Supply Chain Systems Using Machine Learning

Accurate demand forecasting is central to inventory optimization and resource allocation in modern retail. While traditional Enterprise Resource Planning (ERP) systems often rely on rigid heuristic-based rules or simple moving averages, this paper presents an ERP-native framework that bridges the gap between transactio...

Ronin J. Rajmohan, Rounak Das, S. Rithvik et al. · 2026 14th International Conf... · 0 citations

Open access Sep 2026

Trained Still Wins: Narrowing the Gap to Zero-Shot Video Anomaly Detection

A simplified future-frame-prediction network is trained on the normal-only training split of UCSD Ped1, UCSD Ped2, and CUHK Avenue, reaching a mean AUC of 0.848, and a prompt-sensitivity analysis shows how much of the training-free result depends on prompt wording, cases where a more sophisticated method did not beat a...

P. Kanwal, Shylaja S. S., Prasad B. Honnavalli · Electronics · 0 citations