The maximum work extracted from independent and identically distributed quantum states is characterised only in the state-aware scenario, and it remains unknown with no prior knowledge of the state.

A man has been killed and two other people severely injured in a “random” stabbing attack on a busy high street in suburban Sydney, police said. Officers arrived at the scene in Merrylands, around ...

Quantum information is problem solving and data processing using a quantum system as the information carrier, rather than binary ‘1’s and ‘0’s used in conventional computation. Quantum information ...

Abstract: The integrity of training data, even when annotated by experts, is far from guaranteed, especially for non-independent and identically distributed (non-IID) datasets comprising both in- and ...

Abstract: Personalized federated learning (PFL) allows clients to collaboratively train their personalized models to handle situations where data from different clients are not independent and ...

The latest installment of random thoughts is focused mainly on high school football, including big numbers on opening night, tough schedules, great games, going for the win, a slim margin, a big upset ...