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Fixed head-fusion hybrid.For the checkpoint-matched complementarity analysis:

Select the single candidate with the best validation target metric, evaluate it once on the held-out USPTO-Condition test set

1 Pith paper cite this work. Polarity classification is still indexing.

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cs.LG 1

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2026 1

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HiRes: Inspectable Precedent Memory for Reaction Condition Recommendation

cs.LG · 2026-05-20 · unverdicted · novelty 6.0

HiRes uses hierarchical reaction representations, graph encoding, cross-attention and k-NN retrieval to recommend reaction conditions, reporting top-1 accuracies of 0.929 (catalyst), 0.534 (solvent) and 0.530 (reagent) on USPTO-Condition while showing statistically significant gains over purely feed

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  • HiRes: Inspectable Precedent Memory for Reaction Condition Recommendation cs.LG · 2026-05-20 · unverdicted · none · ref 9

    HiRes uses hierarchical reaction representations, graph encoding, cross-attention and k-NN retrieval to recommend reaction conditions, reporting top-1 accuracies of 0.929 (catalyst), 0.534 (solvent) and 0.530 (reagent) on USPTO-Condition while showing statistically significant gains over purely feed