Researcher profile
Benjamin Estermann
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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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 …
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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. …