2 papers
stat.ML2026
Offline Dynamic Inventory and Pricing Strategy: Addressing Censored and Dependent Demand
Korel Gundem, Zhengling Qi
In this paper, we study the offline sequential feature-based pricing and inventory control problem where the current demand depends on the past demand levels and any demand exceedi…
stat.ML2026
Boosting In-Context Learning in LLMs Through the Lens of Classical Supervised Learning
Korel Gundem, Juncheng Dong, Dennis Zhang +2
In-Context Learning (ICL) allows Large Language Models (LLMs) to adapt to new tasks with just a few examples, but their predictions often suffer from systematic biases, leading to…