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12-09
2020
Exploring continuous Pareto fronts in multi-task learning
内容： It is not uncommon for a real-world machine learning application to solve multiple tasks these days. These tasks' objectives often correlate, conflict, or compete with each other, making it imp...
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12-07
2020
Towards Cognitive Intelligence: Language Modeling and Beyond
内容： Cognition is essential for many complex real-world tasks; it subsumes critical capabilities regarding knowledge, memory, and reasoning. We present several approaches that address multiple chall...
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11-23
2020
Quantum simulation with hybrid tensor networks
内容： Tensor network theory and quantum simulation are respectively the key classical and quantum computing methods in understanding quantum many-body physics. In this talk, we introduce a framework ...
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11-10
2020
On Nonclassicality of Light
内容： Identifying the classical-quantum divide and quantifying nonclassicality are fundamental issues in quantum exploration. By use of the Wigner-Yanase skew information [Proc. Nat. Acad. Sci. USA, ...
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11-06
2020
AI and Security: lessons, challenges and future directions
内容： In this talk, I will talk about challenges and exciting new opportunities at the intersection of AI and Security,how AI and deep learning can enable better security, and how Security can enable...
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11-06
2020
Progress on nonadiabatic holonomic quantum computation
内容： Nonadiabatic holonomic quantum computation is a development of the adiabatic geometric quantum computation [Jones et al, Nature 403, 2000], adiabatic holonomic quantum computation [Zanardi et a...