Author

Min-Woo Yu

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Jul 2026

What Softmax Throws Away: Mass-Aware Attention for Evidence Accumulation

Mass-Aware Attention is proposed, which generalizes standard L1 normalization to an Lp family and is positioned as a general normalization principle for improving predictor-facing representation informativeness by controlling repetition invariance in standard attention.

Min-Woo Yu, Young-Guk Ha · arXiv.org · 0 citations

Preprint Aug 2026

LiFTER: A Grounded Neuro-Symbolic Microscope for Continuous-Time Dynamic Graph Forecasting

LiFTER turns future-link forecasting into a verifiable grounded computation and achieves competitive historical-negative forecasting and the highest macro explanation ac- curacy and deletion fidelity across four CTDG benchmarks.

Min-Woo Yu, Young-Guk Ha · 1 citation