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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.LG2026
Resolving Predictive Multiplicity for the Rashomon Set
Parian Haghighat, Hadis Anahideh, Cynthia Rudin
The existence of multiple, equally accurate models for a given predictive task leads to predictive multiplicity, where a Rashomon set of models achieve similar accuracy but diverge…