Author

Zhenhailong Wang

2 papers indexed here

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Review Aug 2026

Apodex Discovery: Reality Benchmarks and Environments for Evaluating and Building Discoverative Artificial Intelligence

Apollo did not reach the Moon merely because its engineers could solve difficult equations. It succeeded by turning a distant ambition into a mission architecture of explicit objectives, simulation, verification, and repeated correction. AI now faces a similar transition: frontier models can solve difficult tasks once...

Brian Wang, Bin Feng, Xiaoman Pan et al. · 1 citation

#artificial intelligence Preprint Oct 2026

It Takes Workflows to Evolve Better Workflows

Tackling complex real-world tasks can exceed the capabilities of a single large language model (LLM), motivating the use of multi-agent workflows that coordinate specialized agents to work together on these tasks. Recent methods train LLMs to construct better workflows from execution outcomes, but they optimize only th...

Xue-Hang Guo, Hao-Yu Wang, Hai-Feng Chen et al. · 0 citations