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Author

Cathy Wu

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#artificial intelligence Preprint Oct 2026

VISTA: A Visual Harness for Reasoning in an Interactive World

We show that multimodal models possess strong reasoning abilities and that an appropriate harness can unlock their potential to solve tasks across diverse interactive environments. We introduce VISTA, a visual harness that gives a general-purpose multimodal model long-horizon vision. VISTA allows the model to directly...

Qiu-Shi Han, Ke-Ya Hu, Lin-Lu Qiu et al. · 5 citations · ⚡1

CORAL: Towards Autonomous Multi-Agent Evolution for Open-Ended Discovery

Evaluated on diverse mathematical, algorithmic, and systems optimization tasks, CORAL sets new state-of-the-art results on 10 tasks, achieving 3-10 times higher improvement rates with far fewer evaluations than fixed evolutionary search baselines across tasks.

Ao Qu, Handi Zheng, Zi-Jian Zhou et al. · 38 citations · ⚡7

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