Speaker: Hsin-Yuan Huang (Robert) Title: Generative quantum advantage for classical and quantum problems Abstract: Recent breakthroughs in generative machine learning, powered by massive computational resources, have demonstrated unprecedented human-like capabilities. While beyond-classical quantum experiments have generated samples from classically intractable distributions, their complexity has thwarted all efforts in efficient learning. This challenge has hindered demonstrations of generative quantum…

Speaker: Carlos Ramos Marimón Title: Off-diagonal Pauli Weight truncation and equilibration temperature dependence for simulating local dynamics in quantum systems Abstract: The complexity of simulating the out-of-equilibrium evolution of local operators in the Heisenberg picture is governed by the operator entanglement, which grows linearly in time for generic nonintegrable systems, leading to an exponential increase…