atrudeau

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? Generalizing from Easy to Hard Problems with Recurrent Networks https://proceedings.neurips.cc/paper/2021/file/3501672ebc68a...

General:

Think Again Networks and the Delta Loss https://arxiv.org/pdf/1904.11816

Universal Transformers https://arxiv.org/abs/1807.03819

Adaptive Computation Time for Recurrent Neural Networks https://arxiv.org/pdf/1603.08983

Even the defaults match this Kagi top list.