Wei Liu

Two superconducting qubits on a single chip sound as clean as soloists in an orchestra. Each is a transmon, a qubit with reduced sensitivity to charge noise. They are connected through a tunable coupler, an auxiliary element that adjusts the interaction strength between them.

An ordinary neural network for quantum chemistry is like a student who learns from mistakes but keeps tripping over the same spot. It crawls toward the right answer, is sensitive to settings, and often loses stability. For the fluorine molecule, the new method sped up calculations by 17,900 times compared to the popular Adam method.

After a mastectomy, a woman often gets an implant, and then the chest is irradiated to kill any remaining cancer cells. Proton therapy is great because it hits the target precisely and spares the heart and lungs. But in some patients, a dense scar capsule forms around the implant: it squeezes the implant, making the breast hard and painful. This is called capsular contracture.

When a person receives radiation for a tumor in the head or neck, the rays pass through healthy tissue as well. Sometimes the jawbone starts to die afterward — a severe complication called osteoradionecrosis. The question isn't whether it happens, but how much the radiation dose itself increases the risk.

An orchestra without a conductor is playing, and suddenly, without any visible cue, the violins grow louder and the woodwinds shift slightly in time. From the outside, nothing seems to have changed, but inside the ensemble, a regrouping has occurred. This is roughly how small physical systems behave during so-called third-order pseudotransitions.

Conventional antennas for precise direction finding must work coherently: they capture not just volume, but also the wave's phase at a given moment. The slightest tuning mismatch, and the direction is lost. The new method relies solely on signal strength. It's like finding your way in fog, seeing only the brightness of lights, not their color.