Author

Peilong Zhou

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#machine learning Preprint Oct 2026

Learning to Compute Is Not Learning to Retain or Reuse in Looped Transformers

In in-context Mealy-machine execution, where a simulator supplies intermediate targets and exact counterfactuals for hidden-state interventions,Looped transformers compute by applying one block repeatedly, so they can run for more loops than they were trained with.

Pei-Long Zhou, Hong-Tao Zhang, Yu-Long Huang et al. · 0 citations

Jul 2026

CLOSER-Bench: Evaluating Budgeted Cross-Stage Design Closure for Hardware Agents

CLOSER-Bench is introduced, a controlled evaluation protocol for budgeted cross-stage design closure and a ten-task pilot spanning RTL repair, mutation-based verification, coverage, PPA optimization, design-space exploration, cross-model debugging, and security establishes the executable harness.

Peilong Zhou, Zhirong Chen, Cangyuan Li et al. · arXiv.org · 0 citations