Calibrating Scientific Foundation Models with Inference-Time Stochastic Attention

Akash Yadav, Taiwo A. Adebiyi, Ruda Zhang

Transformer-based scientific foundation models are increasingly deployed in high-stakes settings, but current architectures give deterministic outputs and provide limited support f…