الباحثون

Yiwen Kou

المنشورات 2

نسخة أولية وصول مفتوح

Lower Bounds for Parallel Diffusion Sampling

Standard diffusion samplers generate samples through repeated evaluations of a learned score function. Parallel sampling methods seek to accelerate generation by trading additional evaluations for fewer sequential rounds. This raises the question of how much sequential dependence is unavoidable, even when many score qu …

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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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