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Author

Candace S. Y. Chan

3 papers indexed here

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#machine learning Preprint Oct 2026

Poisoning the corpora of protein design systems during pre-training and retrieval

Protein foundation models increasingly support the generation of novel biological sequences, yet their reliance on large public datasets creates opportunities for adversarial manipulation of the material they learn from and retrieve. We investigate two data-only poisoning attacks against protein design systems, targeti...

Charalampos Koilakos, K. Provatas, Michail Patsakis et al. · 0 citations
Open access Oct 2026

Landscape and mutational dynamics of G-quadruplexes across the complete human genome

G-quadruplexes (G4s) are alternative DNA structures with diverse biological roles, but their examination in highly repetitive parts of the human genome has been hindered by the lack of reliable sequencing technologies. Recent long-read based genome assemblies have enabled their characterization in previously inac...

Nikol Chantzi, Shi Wei. Liew, Aurell Wijaya et al. · 0 citations
#artificial intelligence Review Sep 2026

Artificial intelligence and biosecurity: capabilities, threat pathways, and defense-in-depth governance

It is argued for defense-in-depth governance that links capability thresholds to proportionate responsibilities across the biological AI ecosystem, reducing high-consequence risk while preserving beneficial use.

Candace S. Y. Chan, Aris Karatzikos, I. Georgakopoulos-Soares · 0 citations

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