• · Jonas Hübotter, Bhavya Sukhija, Lenart Treven, Yarden As, Andreas Krause · Paper

    Active Few-Shot Fine-Tuning

    Link
    • Active Learning
    • Supervised Learning
  • · Jonas Hübotter, Bhavya Sukhija, Lenart Treven, Yarden As, Andreas Krause · Paper

    Information-based Transductive Active Learning

    Link
    • Active Learning
    • Bayesian Optimization
    • Experimental Design
    • Safe Exploration
  • · Arjun Bhardwaj, Jonas Rothfuss, Bhavya Sukhija, Yarden As, Marco Hutter, Stelian Coros, Andreas Krause · Paper

    Data-Efficient Task Generalization via Probabilistic Model-based Meta Reinforcement Learning

    Link
    • Meta Learning
    • Reinforcement Learning
  • · Ilnura Unsmanova, Yarden As, Maryam Kamgarpour, Andreas Krause · Paper

    Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning

    Link
    • Constrained Optimization
    • Safe Reinforcement Learning
  • · Yarden As, Ilnura Unsmanova, Sebastian Curi, Andreas Krause · Paper

    Constrained Policy Optimization via Bayesian World Models

    Link · Code
    • ICLR2022
    • Safe Reinforcement Learning
    • CMDPs