الباحثون

Junyi Zhang

المنشورات 2

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Continual Graph Memory for Mathematical Research Agents

Junyi Zhang, Jinxi Yu, Eric Hanchen Jiang وآخرون · 2026

Using frontier agent harnesses to tackle mathematical research problems has emerged as an effective means of advancing mathematics. However, solving frontier problems in mathematics may require a massive number of agents working in parallel for extended periods to construct proofs, thereby generating an enormous volume …

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OmniTaskonomy: When Does Visual Generation Improve Visual Understanding?

Jiaxin Ge, Yiming Qin, Ji Xie وآخرون · 2026

Training a model to generate visual content can encourage it to learn rich perceptual capabilities related to geometry, spatial relationships, and objectness; yet, its benefits for visual understanding remain unclear. We ask: when and how does visual generation supervision improve visual understanding? We study control …

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