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Alakuijala, Minttu

  1. Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search
    2024/05/24 by Nicola Dainese, Dainese, Nicola, Matteo Merler +5 · 8 citations
    Computer Science · #Natural Language Processing Techniques #Software Engineering Research #Speech and dialogue systems
  2. Residual Reinforcement Learning from Demonstrations
    2021/06/15 by Alakuijala, Minttu, Dulac-Arnold, Gabriel, Mairal, Julien +2 · 4 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  3. Video-Language Critic: Transferable Reward Functions for Language-Conditioned Robotics
    2024/05/30 by Alakuijala, Minttu, McLean, Reginald, Woungang, Isaac +4 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
  4. Learning Reward Functions for Robotic Manipulation by Observing Humans
    2022/11/16 by Alakuijala, Minttu, Dulac-Arnold, Gabriel, Mairal, Julien +2 · 2 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
  5. ViPlan: A Benchmark for Visual Planning with Symbolic Predicates and Vision-Language Models
    2025/05/19 by Matteo Merler, Nicola Dainese, Merler, Matteo +13 · 3 citations
    Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Robotic Path Planning Algorithms
  6. Memento No More: Coaching AI Agents to Master Multiple Tasks via Hints Internalization
    2025/02/03 by Minttu Alakuijala, Alakuijala, Minttu, Ya Gao +11 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics