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JumpStart Your Policy Learning with Lessons from 160,000 Training Runs

arXiv cs.LG · 2026-09-15 Cached

This paper presents a large-scale empirical study of offline reinforcement and imitation learning, analyzing over 160,000 training runs to understand the effects of hyperparameters and dataset properties, and introduces JumpStart, a resource suite for reliable policy-learning research.

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#dataset-analysis

Mushroom hunting with LLMs: what can go wrong?

Hacker News Top · 2026-09-02 Cached

This article benchmarks various LLMs on their ability to identify mushroom species from images using a large dataset, highlighting accuracy issues and safety concerns for real-world applications.

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Do Real-World Datasets Contain Natural Experiments? An Empirical Study Using Causal Feature Selection

arXiv cs.AI · 2026-06-03 Cached

This paper investigates whether real-world datasets contain natural experiments by using causal discovery and feature selection, finding that they do and can improve model performance.

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