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arXiv preprint arXiv:1704.06611 , year=

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Gradient-Based Program Synthesis with Neurally Interpreted Languages

cs.LG · 2026-04-20 · unverdicted · novelty 8.0

NLI autonomously discovers a vocabulary of primitive operations and interprets variable-length programs via a neural executor, allowing end-to-end training and gradient-based test-time adaptation that outperforms prior methods on combinatorial generalization tasks.

Training Transformers as a Universal Computer

cs.AI · 2026-04-28 · unverdicted · novelty 7.0

A transformer trained on random meaningless MicroPy programs generalizes to execute diverse human-written programs, providing empirical evidence it can act as a universal computer.

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