Ilija Bogunovic

1. Time-Varying Gaussian Process Bandit Optimization
   2016/01/25 by Ilija Bogunovic, Jonathan Scarlett, Bogunovic, Ilija +3 · 14 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 · 20 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, Jonathan Scarlett, Rolland, Paul +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, Jonathan Scarlett, Bogunovic, Ilija +5 · 9 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. wd1: Weighted Policy Optimization for Reasoning in Diffusion Language Models
   2025/07/07 by Xiaohang Tang, Rares Dolga, Tang, Xiaohang +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
6. Corruption-Tolerant Gaussian Process Bandit Optimization
   2020/03/04 by Ilija Bogunovic, Bogunovic, Ilija, Andreas Krause +3 · 2 citations
   Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Gaussian Processes and Bayesian Inference #Data Stream Mining Techniques
7. Truncated Variance Reduction: A Unified Approach to Bayesian\n Optimization and Level-Set Estimation
   2016/10/24 by Ilija Bogunovic, Bogunovic, Ilija, Jonathan Scarlett +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
8. 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)
9. No-Regret Learning in Unknown Games with Correlated Payoffs
   2019/09/18 by Pier Giuseppe Sessa, Ilija Bogunovic, Sessa, Pier Giuseppe +5 · 1 citation
   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
10. 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
11. 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
12. 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
13. Robust Multi-Objective Controlled Decoding of Large Language Models
    2025/03/11 by Seongho Son, Son, Seongho, William Bankes +9 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
14. A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits
    2022/02/03 by Ilija Bogunovic, Zihan Li, Bogunovic, Ilija +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)
15. 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
16. No-Regret Linear Bandits under Gap-Adjusted Misspecification
    2025/01/09 by Chong Liu, Dan Qiao, Liu, Chong +7 · 1 citation
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Auction Theory and Applications #Distributed Sensor Networks and Detection Algorithms
17. Adversarially Robust Decision Transformer
    2024/07/25 by Xiaohang Tang, Tang, Xiaohang, Afonso Marques +5 · 1 citation
    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
18. Meta-Learning Preferences for Multilingual LLM Alignment
    2026/07/14 by Jiaying Lin, Seongho Son, Nam Phuong Tran +3
    #cs.CL