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Haitham Bou Ammar

  1. HEBO Pushing The Limits of Sample-Efficient Hyperparameter Optimisation
    2020/12/07 by Alexander I. Cowen-Rivers, Wenlong Lyu, Cowen-Rivers, Alexander I. +19 · 22 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Data Classification #Optimization and Control (math.OC)
  2. Group Robust Preference Optimization in Reward-free RLHF
    2024/05/30 by Shyam Sundhar Ramesh, Yifan Hu, Ramesh, Shyam Sundhar +11 · 39 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms
  3. SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving
    2020/10/19 by Ming Zhou, Zhou, Ming, Jun Luo +68 · 18 citations
    Computer Science · Engineering · #Reinforcement Learning in Robotics #Autonomous Vehicle Technology and Safety #Transportation and Mobility Innovations
  4. Wasserstein Robust Reinforcement Learning
    2019/07/30 by Mohammed Amin Abdullah, Hang Ren, Abdullah, Mohammed Amin +11 · 9 citations
    Computer Science · #Reinforcement Learning in Robotics #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
  5. End-to-End Meta-Bayesian Optimisation with Transformer Neural Processes
    2023/05/25 by Alexandre Maraval, Matthieu Zimmer, Maraval, Alexandre +5 · 10 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
  6. Are Random Decompositions all we need in High Dimensional Bayesian Optimisation?
    2023/01/30 by Juliusz Ziomek, Haitham Bou Ammar, Ziomek, Juliusz +1 · 9 citations
    Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
  7. BOiLS: Bayesian Optimisation for Logic Synthesis
    2021/11/11 by Antoine Grosnit, Grosnit, Antoine, Cédric Malherbe +9 · 7 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #VLSI and Analog Circuit Testing
  8. High-Dimensional Bayesian Optimisation with Variational Autoencoders and Deep Metric Learning
    2021/06/07 by Antoine Grosnit, Grosnit, Antoine, Rasul Tutunov +22 · 6 citations
    Chemistry · Computer Science · #Computational Drug Discovery Methods #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #Mass Spectrometry Techniques and Applications
  9. Framework and Benchmarks for Combinatorial and Mixed-variable Bayesian Optimization
    2023/06/16 by Kamil Dreczkowski, Antoine Grosnit, Dreczkowski, Kamil +3 · 7 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research
  10. Bayesian Reward Models for LLM Alignment
    2024/02/20 by Adam X. Yang, Yang, Adam X., Maxime Robeyns +10 · 8 citations
    Computer Science · #FOS: Computer and information sciences #Library Science and Information Systems #Machine Learning (cs.LG) #Natural Language Processing Techniques
  11. Saute RL: Almost Surely Safe Reinforcement Learning Using State Augmentation
    2022/02/14 by Aivar Sootla, Sootla, Aivar, Alexander I. Cowen-Rivers +11 · 5 citations
    Computer Science · Engineering · Psychology · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Human-Automation Interaction and Safety #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
  12. Efficient Reinforcement Learning with Large Language Model Priors
    2024/10/10 by Yan Song, Yan, Xue, Song, Yan +10 · 12 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech and dialogue systems #Topic Modeling
  13. Diverse Auto-Curriculum is Critical for Successful Real-World Multiagent\n Learning Systems
    2021/02/15 by Yaodong Yang, Yang, Yaodong, Jun Luo +13 · 3 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics
  14. Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning
    2023/12/22 by Filippos Christianos, Georgios Papoudakis, Christianos, Filippos +29 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
  15. Effects of Safety State Augmentation on Safe Exploration
    2022/06/06 by Aivar Sootla, Sootla, Aivar, Alexander I. Cowen-Rivers +5 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning and Data Classification #Reinforcement Learning in Robotics
  16. Mixture of Attentions For Speculative Decoding
    2024/10/04 by Matthieu Zimmer, Milan Gritta, Zimmer, Matthieu +7 · 6 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Neuroscience · #Artificial Intelligence (cs.AI) #Cognitive Science and Education Research #Computation and Language (cs.CL) #FOS: Computer and information sciences #Fractal and DNA sequence analysis #Machine Learning (cs.LG) #Neural Networks and Applications
  17. Learning to Communicate Implicitly By Actions
    2018/10/10 by Zheng Tian, Tian, Zheng, Shihao Zou +11 · 2 citations
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #FOS: Computer and information sciences #Game Theory and Applications #Reinforcement Learning in Robotics
  18. Reinforcement Learning in Presence of Discrete Markovian Context Evolution
    2022/02/14 by Hang Ren, Ren, Hang, Aivar Sootla +9 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
  19. Fast Kinodynamic Planning on the Constraint Manifold with Deep Neural Networks
    2023/01/11 by Piotr Kicki, Kicki, Piotr, Puze Liu +11 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human Pose and Action Recognition #I.2.6 #I.2.9 #Multimodal Machine Learning Applications #Robotic Path Planning Algorithms #Robotics (cs.RO)
  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 · 5 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  21. Efficient Semi-Implicit Variational Inference
    2021/01/15 by Vincent Moens, Moens, Vincent, Hang Ren +9 · 1 citation
    Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning and Algorithms
  22. Efficient and Reactive Planning for High Speed Robot Air Hockey
    2021/07/13 by Puze Liu, Davide Tateo, Liu, Puze +5 · 1 citation
    Computer Science · #Robotic Path Planning Algorithms #Artificial Intelligence in Games #Formal Methods in Verification
  23. Al-Khwarizmi: Discovering Physical Laws with Foundation Models
    2025/02/03 by Christopher E. Mower, Haitham Bou Ammar, Mower, Christopher E. +1 · 2 citations
    Physics and Astronomy · #Historical Astronomy and Related Studies
  24. A Pragmatist Robot: Learning to Plan Tasks by Experiencing the Real World
    2025/07/22 by Kaixian Qu, Lan, Guowei, René Zurbrügg +10 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Neural Networks and Reservoir Computing #Robotics (cs.RO)