2 papers
cs.LG2026
Multi-Agent LLMs for Adaptive Acquisition in Bayesian Optimization
Andrea Carbonati, Mohammadsina Almasi, Hadis Anahideh
The exploration-exploitation trade-off is central to sequential decision-making and black-box optimization, yet how Large Language Models (LLMs) reason about and manage this trade-…
cs.AI2025
Bi-Level Contextual Bandits for Individualized Resource Allocation under Delayed Feedback
Mohammadsina Almasi, Hadis Anahideh
Equitably allocating limited resources in high-stakes domains-such as education, employment, and healthcare-requires balancing short-term utility with long-term impact, while accou…