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- PUZZLES: A Benchmark for Neural Algorithmic Reasoning
The 40 puzzles provide detailed information on the strengths and generalization capabilities of RL agents Furthermore, we evaluate various RL algorithms on PUZZLES, providing baseline comparisons and demonstrating the potential for future research
- PUZZLES: A Benchmark for Neural Algorithmic Reasoning
PUZZLES contains 40 diverse logic puzzles of adjustable sizes and varying levels of complexity, providing detailed information on the strengths and generalization capabilities of RL agents
- PUZZLES|强化学习数据集|逻辑推理数据集
PUZZLES是由苏黎世联邦理工学院的研究团队基于Simon Tatham的便携式谜题集合开发的强化学习基准数据集,包含40种不同复杂度的逻辑谜题。 这些谜题具有可调整的大小和难度,适用于评估强化学习代理的算法和逻辑推理能力。
- PUZZLES: A Benchmark for Neural Algorithmic Reasoning
Given the importance of logical and algorithmic reasoning, we propose a benchmark to guide future developments in RL and more broadly machine learning
- PUZZLES: A Benchmark for Neural Algorithmic Reasoning
In this paper, we introduce PUZZLES, a comprehensive RL benchmark specifically designed to evaluate RL agents’ algorithmic reasoning and problem-solving abilities in the realm of logical and algorithmic reasoning
- PUZZLES | Proceedings of the 38th International Conference on Neural . . .
In this work we introduce PUZZLES, a benchmark based on Simon Tatham's Portable Puzzle Collection, aimed at fostering progress in algorithmic and logical reasoning in RL
- PUZZLES: A Benchmark for Neural Algorithmic Reasoning - ETH Z
In this paper, we introduce PUZZLES, a comprehensive RL benchmark specifically designed to evaluate RL agents’ algorithmic reasoning and problem-solving abilities in the realm of logical and algorithmic reasoning
- PUZZLES: A Benchmark for Neural Algorithmic Reasoning
In this work we introduce PUZZLES, a benchmark based on Simon Tatham's Portable Puzzle Collection, aimed at fostering progress in algorithmic and logical reasoning in RL
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