38 citations · 70 across the 14 of their papers we have counts for
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quant-ph2021★ 15 cited
Variational Quantum Soft Actor-Critic
Qingfeng Lan
Quantum computing has a superior advantage in tackling specific problems, such as integer factorization and Simon's problem. For more general tasks in machine learning, by applying…
cs.CL2021
Predictive Representation Learning for Language Modeling
Qingfeng Lan, Luke Kumar, Martha White +1
To effectively perform the task of next-word prediction, long short-term memory networks (LSTMs) must keep track of many types of information. Some information is directly related…
cs.LG2021
Model-free Policy Learning with Reward Gradients
Qingfeng Lan, Samuele Tosatto, Homayoon Farrahi +1
Despite the increasing popularity of policy gradient methods, they are yet to be widely utilized in sample-scarce applications, such as robotics. The sample efficiency could be imp…