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Low-Interaction-Rank Learning: Unifying Multiplicative Dual-Encoder Heads

arXiv cs.LG ↗ · 2026-08-13 Cached

This paper introduces low interaction rank as a unified theoretical framework for multiplicative dual-encoder networks, covering approximation, sample complexity, normalization, and identifiability, with experiments on operator learning and CLIP models.

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#dual-encoder

ConRetroBert: EMA Stabilized Dual Encoders for Template-Based Single-Step Retrosynthesis

arXiv cs.LG ↗ · 2026-05-14 Cached

This paper presents ConRetroBert, a dual encoder framework for template-based single-step retrosynthesis that uses contrastive pretraining and listwise ranking to improve template prediction accuracy, achieving up to 75.4% top-1 accuracy on the USPTO-50k benchmark while maintaining interpretability.

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