Author

A. Rovinski

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#machine learning Preprint Sep 2026

Routing Dense Layouts with History-Aware Offline Reinforcement Learning using LSTM

A history-aware offline RL policy which predicts iterative cost weights in these dense regimes to improve convergence across placement densities by utilizing readily available features from the router and which reduces design rule violations (DRVs) by an average of 92% over the top public baseline while simultaneously...

Afsara Khan, A. Rovinski · 0 citations

Jul 2026

ORRAM: An OpenROAD-Integrated RAM Generator Using Standard Cells

ORRAM is a standard-cell-based memory generator built as a native module within OpenROAD, offering a significantly expanded feature set and matching the bit density of historical DFFRAM results while offering a significantly expanded feature set.

Brayden Louie, Thinh P. Nguyen, Matthew G. Liberty et al. · arXiv.org · 0 citations