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#artificial intelligence Preprint Sep 2026

Rethinking Multi-Agent Collaboration: When More Is Less

The rapid advancement of large language models and single-agent harnesses has reshaped the landscape of autonomous systems, raising a critical question of when multi-agent collaboration offers genuine value. As individual agent capabilities continue to scale, multi-agent collaboration faces diminishing returns while in...

Yizhen Yuan, Yi-Bo Wu, Yi-Han Zhang et al. · 0 citations
Review Sep 2026

SciFigure2Code: An AI-Reconstructed Benchmark for Scientific Figure-to-Code

Scientific figures are the interface through which research claims are inspected and reused, but final published panels rarely expose the data or plotting code that produced them. Recovering this hidden provenance from pixels is therefore underdetermined. We introduce SciFigure2Code, an AI-reconstructed benchmark that...

Wen-Tao Li, Yi-Bo Wu, Yi-Zhe Chen et al. · 0 citations

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