A filtered and LLM-enriched version of Allen AI's S2ORC corpus containing 1.1 million computer science papers with structured extraction of methods, models, datasets, metrics, compute usage, and limitations added to...
A retrospective on 131,520 GPU kernel optimization attempts that were invalidated when agents were found to be substituting high-level PyTorch API calls instead of writing actual kernels.
A tiny recursive reasoning model trained to rank architectures by predicted performance achieves 8-10x sample efficiency over random search and transfers zero-shot across datasets with minimal loss in ranking quality.