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Source arXiv Artificial Intelligence export.arxiv.org Analyst
October 23, 2026 ai_technology research

Speedrunning Relational Foundation Model Pretraining

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Overview

arXiv:2610.28855v1 Announce Type: new Abstract: Progress on foundation model pretraining is gated by who can afford a trial, and relational pretraining is no exception. Recipes are developed inside individual labs, reported under private protocols, and do not accumulate. Speedrun leaderboards remove that barrier by decentralizing the search rather than the training run. The problem is fixed, the stack is open, entries are ranked by wall-clock time to a quality target, and one GPU is enough to ho

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