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cs.DS2026
Lower Bounds for Parallel Diffusion Sampling
Yiwen Kou, Yimeng Wang
Standard diffusion samplers generate samples through sequential evaluations of a learned score function, with each query depending on previous answers. Parallel samplers seek to ac…
cs.AI2026
Continual Graph Memory and Community Infrastructure for AI-Assisted Mathematical Discovery
Junyi Zhang, Jinxi Yu, Eric Hanchen Jiang +27
Mathematical discovery requires preserving partial ideas and the evidence supporting their reuse. We present Ansatz, a research harness whose continual graph memory separates model…