AIBullisharXiv – CS AI · 10h ago7/10
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AlphaLab: Autonomous Multi-Agent Research Across Optimization Domains with Frontier LLMs
AlphaLab is an autonomous research system using frontier LLMs to automate experimental cycles across computational domains. Without human intervention, it explores datasets, validates frameworks, and runs large-scale experiments while accumulating domain knowledge—achieving 4.4x speedups in CUDA optimization, 22% lower validation loss in LLM pretraining, and 23-25% improvements in traffic forecasting.
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