Author

Sang-Yeon Hwang

2 papers indexed here

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Open access Oct 2026

Synthesis-aware generative design in trillion-scale chemical spaces for automated drug discovery

Autonomous drug discovery via generative molecular design is critically bottlenecked by the production of chemically intractable structures. Multi-trillion-scale make-on-demand libraries guarantee synthetic feasibility, but conventional virtual screening cannot efficiently navigate these vast spaces or address multi-pa...

Seonghwan Seo, Yulseung Sung, Sang-Yeon Hwang et al. · bioRxiv · 0 citations

#artificial intelligence Preprint Sep 2026

scTrilemma: Balancing Identity, Invariance, and Fidelity in Single-Cell Representation Learning

Single-cell RNA-seq representation learning is fundamentally label-free: cell identities, states, and contexts are not fixed training targets, so what constitutes signal or nuisance is analysis-dependent. A single representation must therefore preserve biological identity and state, remain robust to nuisance context, a...

Yunhak Oh, Yoonho Lee, Junseok Lee et al. · 0 citations