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cs.LG2026
Poisoning the corpora of protein design systems during pre-training and retrieval
Charalampos Koilakos, Kimon-Antonios Provatas, Michail Patsakis +3
Protein foundation models increasingly support the generation of novel biological sequences, yet their reliance on large public datasets creates opportunities for adversarial manip…
cs.LG2026
Auditing System-1 Models on Biosecurity-Relevant Benchmarks: Calibration, Selective Prediction, and Permutation Instability in a Non-Generative Model
Kimon Antonios Provatas, Ilias Georgakopoulos-Soares
Non-generative "System-1" models return structured probabilistic decisions in a single forward pass, without autoregressive decoding, at a small fraction of the inference cost of a…