PaMM augments an equivariant atomistic model with explicit pair and triplet motif memory tables, producing modest gains in energy and force MAE on OMAT benchmarks at fixed training budget.
Wood and Siddharth Goyal and Abhishek Das and Javier Heras-Domingo and Adeesh Kolluru and Ammar Rizvi and Nima Shoghi and Anuroop Sriram and F
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PaMM: Periodic Motif Memory for Atomistic Models with an Explicit Local-Structure Interface
PaMM augments an equivariant atomistic model with explicit pair and triplet motif memory tables, producing modest gains in energy and force MAE on OMAT benchmarks at fixed training budget.