End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking — mentioned by atrudeau

Wed, 08 Oct 2025 15:33:34 GMT

Very cool to see the effectiveness of recurrence on ARC. For those interested in recurrence, here are other works that leverage a similar approach for other types of problems: Language modeling: Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach https://arxiv.org/pdf/2502.05171 Puzzle solving: A Simple Loss Function for Convergent Algorithm Synthesis using RNNs https://openreview.net/pdf?id=WaAJ883AqiY End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking https://arxiv.org/abs/2202.05826 Can You Learn an Algorithm?…

Paper and discussion history. A mention is not an endorsement.

End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking — HN submission

Mon, 14 Feb 2022 09:20:43 GMT

End-to-End Algorithm Synthesis with Recurrent Networks

2 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking · HackerPapers discussions

End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking — mentioned by atrudeau

End-to-end Algorithm Synthesis with Recurrent Networks: Logical Extrapolation Without Overthinking — HN submission