Tekin, Cem

19 publications

TMLR 2025 Beyond Grids: Multi-Objective Bayesian Optimization with Adaptive Discretization Andi Nika, Sepehr Elahi, Cagin Ararat, Cem Tekin
TMLR 2025 Contextual Combinatorial Bandits with Changing Action Sets via Gaussian Processes Andi Nika, Sepehr Elahi, Cem Tekin
NeurIPS 2025 Cost-Aware LLM-Based Online Dataset Annotation Eray Can Elumar, Cem Tekin, Osman Yagan
NeurIPS 2025 Robust Satisficing Gaussian Process Bandits Under Adversarial Attacks Artun Saday, Y. Cahit Yıldırım, Cem Tekin
ICML 2025 Unified Screening for Multiple Diseases Yiğit Narter, Alihan Hüyük, Mihaela Van Der Schaar, Cem Tekin
AISTATS 2024 Learning the Pareto Set Under Incomplete Preferences: Pure Exploration in Vector Bandits Efe Mert Karagözlü, Yaşar Cahit Yıldırım, Cağın Ararat, Cem Tekin
TMLR 2023 Contextual Combinatorial Multi-Output GP Bandits with Group Constraints Sepehr Elahi, Baran Atalar, Sevda Öğüt, Cem Tekin
NeurIPS 2023 Robust Bayesian Satisficing Artun Saday, Y. Cahit Yıldırım, Cem Tekin
AISTATS 2023 Vector Optimization with Stochastic Bandit Feedback Cagin Ararat, Cem Tekin
NeurIPS 2022 ESCADA: Efficient Safety and Context Aware Dose Allocation for Precision Medicine Ilker Demirel, Ahmet Alparslan Celik, Cem Tekin
AISTATS 2021 Combinatorial Gaussian Process Bandits with Probabilistically Triggered Arms Ilker Demirel, Cem Tekin
ICLR 2021 Explaining by Imitating: Understanding Decisions by Interpretable Policy Learning Alihan Hüyük, Daniel Jarrett, Cem Tekin, Mihaela van der Schaar
MLJ 2021 Multi-Objective Multi-Armed Bandit with Lexicographically Ordered and Satisficing Objectives Alihan Hüyük, Cem Tekin
AISTATS 2020 Contextual Combinatorial Volatile Multi-Armed Bandit with Adaptive Discretization Andi Nika, Sepehr Elahi, Cem Tekin
AISTATS 2019 Analysis of Thompson Sampling for Combinatorial Multi-Armed Bandit with Probabilistically Triggered Arms Alihan Huyuk, Cem Tekin
NeurIPS 2019 Group Retention When Using Machine Learning in Sequential Decision Making: The Interplay Between User Dynamics and Fairness Xueru Zhang, Mohammadmahdi Khaliligarekani, Cem Tekin, Mingyan Liu
AISTATS 2018 Multi-Objective Contextual Bandit Problem with Similarity Information Eralp Turgay, Doruk Öner, Cem Tekin
AISTATS 2015 Global Multi-Armed Bandits with Hölder Continuity Onur Atan, Cem Tekin, Mihaela van der Schaar
NeurIPS 2014 Discovering, Learning and Exploiting Relevance Cem Tekin, Mihaela van der Schaar