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Researcher profile

Benjamin Estermann

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. PUZZLES: A Benchmark for Neural Algorithmic Reasoning

    2024 · arXiv (Cornell University)

    Algorithmic reasoning is a fundamental cognitive ability that plays a pivotal role in problem-solving and decision-making processes. Reinforcement Learning (RL) has demonstrated remarkable proficiency in tasks such as motor control, handling perceptual input, and managing …

  2. Beyond Interpolation: Extrapolative Reasoning with Reinforcement Learning and Graph Neural Networks

    2025 · arXiv (Cornell University)

    Despite incredible progress, many neural architectures fail to properly generalize beyond their training distribution. As such, learning to reason in a correct and generalizable way is one of the current fundamental challenges in machine learning. …