Contextual Combinatorial Volatile Bandits with Satisfying via Gaussian Processes. - Sepehr Elahi; Baran Atalar; Sevda Ögüt; Cem Tekin (CoRR, 2021)

Contextual Combinatorial Multi-output GP Bandits with Group Constraints. - Sepehr Elahi; Baran Atalar; Sevda Ögüt; Cem Tekin (Trans. Mach. Learn. Res., 2023)

Neural Combinatorial Clustered Bandits for Recommendation Systems. - Baran Atalar; Carlee Joe-Wong (AAAI, 2025)

Semantic Caching for Low-Cost LLM Serving: From Offline Learning to Online Adaptation. - Xutong Liu 002; Baran Atalar; Xiangxiang Dai; Jinhang Zuo; Siwei Wang 002; John C. S. Lui; Wei Chen 013; Carlee Joe-Wong (CoRR, 2025)

Neural Bandit Based Optimal LLM Selection for a Pipeline of Tasks. - Baran Atalar; Eddie Zhang; Carlee Joe-Wong (CoRR, 2025)