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Author

Karthik Kumaran

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Preprint Aug 2026

Demand Transfer Estimation at Scale via Restricted Logit Modeling

Item demand forecasting is an integral component of store assortment optimization. Existing literature focuses on learning a suitable customer choice model and using this model to determine the value of an objective function (i.e. expected demand) with respect to an assortment proposal. However, for large item universe...

Lakshya Garg, Deep Naryan Mishra, Swapnil Yadav et al. · 0 citations
Preprint Aug 2026

Lines and Ladders: A Context-Aware Multi-Agent Framework for Large-Scale Retail Price Taxonomy

A scalable, context-aware Multi-Agent Framework designed to automate the construction of "Lines and Ladders" pricing taxonomies, which achieves 90% precision and 75% recall in Food&Consumables, and 80.2% assignment accuracy in the unstructured General Merchandise catalog.

Ravi Teja Chunduri, Srikaran Reddy Boya, Deep Naryan Mishra et al. · 0 citations

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