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Bogunovic, Ilija

  1. Time-Varying Gaussian Process Bandit Optimization
    2016/01/25 by Ilija Bogunovic, Jonathan Scarlett, Bogunovic, Ilija +3 · 15 citations
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Gaussian Processes and Bayesian Inference #Advanced Multi-Objective Optimization Algorithms
  2. Group Robust Preference Optimization in Reward-free RLHF
    2024/05/30 by Shyam Sundhar Ramesh, Yifan Hu, Ramesh, Shyam Sundhar +11 · 29 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms
  3. High-Dimensional Bayesian Optimization via Additive Models with\n Overlapping Groups
    2018/02/20 by Paul Rolland, Rolland, Paul, Jonathan Scarlett +5 · 8 citations
    Computer Science · Decision Sciences · #Machine Learning and Data Classification #Machine Learning and Algorithms #Advanced Bandit Algorithms Research
  4. Adversarially Robust Optimization with Gaussian Processes
    2018/10/25 by Ilija Bogunovic, Bogunovic, Ilija, Jonathan Scarlett +5 · 13 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Spectroscopy Techniques in Biomedical and Chemical Research
  5. Distributionally Robust Bayesian Optimization
    2020/02/20 by Kirschner, Johannes, Bogunovic, Ilija, Jegelka, Stefanie +1 · 6 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  6. Misspecified Gaussian Process Bandit Optimization
    2021/11/09 by Bogunovic, Ilija, Krause, Andreas · 6 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  7. wd1: Weighted Policy Optimization for Reasoning in Diffusion Language Models
    2025/07/07 by Xiaohang Tang, Tang, Xiaohang, Rares Dolga +5 · 20 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques
  8. Sample Efficient Preference Alignment in LLMs via Active Exploration
    2023/12/01 by Viraj Mehta, Mehta, Viraj, Vikramjeet Das +14 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Speech and dialogue systems #Topic Modeling
  9. Robust Submodular Maximization: A Non-Uniform Partitioning Approach
    2017/06/15 by Bogunovic, Ilija, Mitrović, Slobodan, Scarlett, Jonathan +1 · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  10. No-Regret Learning in Unknown Games with Correlated Payoffs
    2019/09/18 by Pier Giuseppe Sessa, Sessa, Pier Giuseppe, Ilija Bogunovic +5 · 2 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics
  11. Corruption-Tolerant Gaussian Process Bandit Optimization
    2020/03/04 by Ilija Bogunovic, Andreas Krause, Bogunovic, Ilija +3 · 3 citations
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Gaussian Processes and Bayesian Inference #Data Stream Mining Techniques
  12. Truncated Variance Reduction: A Unified Approach to Bayesian\n Optimization and Level-Set Estimation
    2016/10/24 by Ilija Bogunovic, Jonathan Scarlett, Bogunovic, Ilija +5 · 2 citations
    Computer Science · #Blind Source Separation Techniques #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Target Tracking and Data Fusion in Sensor Networks
  13. Near-Optimally Teaching the Crowd to Classify
    2014/02/10 by Adish Singla, Singla, Adish, Ilija Bogunovic +7 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #Mobile Crowdsensing and Crowdsourcing
  14. Right Now, Wrong Then: Non-Stationary Direct Preference Optimization under Preference Drift
    2024/07/26 by Seongho Son, Son, Seongho, William Bankes +7 · 3 citations
    Business, Management and Accounting · Economics, Econometrics and Finance · #Consumer Market Behavior and Pricing #Economic and Environmental Valuation #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. An Efficient Streaming Algorithm for the Submodular Cover Problem
    2016/11/25 by Norouzi-Fard, Ashkan, Bazzi, Abbas, Halabi, Marwa El +3 · 1 citation
    #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences
  16. Adversarially Robust Decision Transformer
    2024/07/25 by Xiaohang Tang, Tang, Xiaohang, Afonso Marques +5 · 3 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Neural Networks and Applications
  17. Stochastic Linear Bandits Robust to Adversarial Attacks
    2020/07/07 by Ilija Bogunovic, Bogunovic, Ilija, Arpan Losalka +5 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
  18. Sample-efficient Bayesian Optimisation Using Known Invariances
    2024/10/22 by T. D. K. Brown, Alexandru Cioba, Brown, Theodore +3 · 3 citations
    Computer Science · #Machine Learning and Algorithms #Gaussian Processes and Bayesian Inference
  19. Learning to Play Sequential Games versus Unknown Opponents
    2020/07/10 by Sessa, Pier Giuseppe, Bogunovic, Ilija, Kamgarpour, Maryam +1 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  20. On Almost Surely Safe Alignment of Large Language Models at Inference-Time
    2025/02/03 by Xiaotong Ji, Shyam Sundhar Ramesh, Ji, Xiaotong +9 · 4 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  21. Near-optimal Policy Identification in Active Reinforcement Learning
    2022/12/19 by Xiang Li, Viraj Mehta, Li, Xiang +13 · 1 citation
    Computer Science · Decision Sciences · #Reinforcement Learning in Robotics #Advanced Bandit Algorithms Research #Machine Learning and Algorithms
  22. Robust Multi-Objective Controlled Decoding of Large Language Models
    2025/03/11 by Seongho Son, William Bankes, Son, Seongho +9 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
  23. Combining Pessimism with Optimism for Robust and Efficient Model-Based Deep Reinforcement Learning
    2021/03/18 by Curi, Sebastian, Bogunovic, Ilija, Krause, Andreas · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  24. A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits
    2022/02/03 by Ilija Bogunovic, Bogunovic, Ilija, Zihan Li +5 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  25. PROSAC: Provably Safe Certification for Machine Learning Models under Adversarial Attacks
    2024/02/04 by Feng, Chen, Ziquan Liu, Liu, Ziquan +8 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning
  26. No-Regret Linear Bandits under Gap-Adjusted Misspecification
    2025/01/09 by Chong Liu, Liu, Chong, Dan Qiao +7 · 1 citation
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Auction Theory and Applications #Distributed Sensor Networks and Detection Algorithms