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@ renzume.
2025-03-04 22:13:03
A novel approach demonstrates that lossless information compression during inference time can produce intelligent behavior, achieving 34.75% accuracy on ARC-AGI training set without pretraining or extensive datasets. The method, CompressARC, processes each puzzle in 20 minutes using only compression objectives and efficient inference-time computation, challenging conventional reliance on extensive pretraining and data.
https://iliao2345.github.io/blog_posts/arc_agi_without_pretraining/arc_agi_without_pretraining.html
#airesearch #compression #neuralnetworks #informationtheory #agi