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