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S. University

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#artificial intelligence Preprint Aug 2026

DoGMA: A Central-Dogma-Guided Foundation Model for Multi-Omics Alignment and Multi-Task Learning in Oncology

DoGMA demonstrates that domain-specific inductive biases can improve the robustness and transferability of multi-omics foundation models, offering new insights into the design of attention mechanisms for multi-omics representation learning.

Junfei Ling, Bangzheng Pu, Bing-Sen Xue et al. · 0 citations
Preprint Aug 2026

From Test-Time Scaling to Reusable Memory: Measuring Crystallization in Text-to-SQL

A controlled evaluation holds the single-shot solver fixed and varies one memory choice at a time, and separately measures replay, cross-question retention, and held-out same-database transfer in text-to-SQL memory crystallization.

Jia-Qian Wang, Yu-Tao Qi, Wen-Qi Hou et al. · 0 citations

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