An empirical study claiming near-perfect adversarial robustness for RoBERTa and Flan-T5 and high vulnerability for BERT, based on small and internally inconsistent test runs.
Reducing the number of single-photon detectors in quantum key distribution networks by time multiplexing
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abstract
We demonstrate a method to reduce the number of single-photon detectors (SPDs) required in multi-party quantum key distribution (QKD) networks by a factor of two by using detector time multiplexing (DTM). We implement the DTM scheme for an entanglement-based time-bin protocol and compare QKD results with and without DTM in our QKD network with four users. When small efficiency losses are acceptable, DTM enables cost-effective, scalable implementations of multi-user QKD networks.
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2025 1verdicts
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Differential Robustness in Transformer Language Models: Empirical Evaluation Under Adversarial Text Attacks
An empirical study claiming near-perfect adversarial robustness for RoBERTa and Flan-T5 and high vulnerability for BERT, based on small and internally inconsistent test runs.