From the 1 of 3 linked papers with an AI index.
3 papers
cs.LG2026
Prime Fourier Embeddings: A Principled Basis for Modular Arithmetic
Hyunsang Hwang, Suhyun Bae, Donghun Lee
The paper proposes Prime Fourier Embeddings, a sinusoidal encoding of integers based on prime indices that makes modular arithmetic operations explicit, and shows theoretically tha…
cs.LG2026
Numbers Already Carry Their Own Embeddings
Suhyun Bae, Donghun Lee
We introduce Adelic operation-preserved embeddings (AOE), a training-free representation that captures both a number's real value and its modular (p-adic) signatures. This construc…
cs.LG2025
One-Point Contraction: Erasing Representational Separability toward Irreversible Deep Forgetting
Jaeheun Jung, Bosung Jung, Suhyun Bae +1
Machine unlearning is usually evaluated by what the classifier outputs: forget-set accuracy, confidence, membership-inference scores. We show that this is not enough. Across 14 rep…