论文写作

论文写作

名词

• Given a deployment scenario, we can then quickly get a specifialized sub-network by…

连词

形容词

表递进

• furthermore
• moreover
• without loss of generality

表转折

• however
• nevertheless

表因果

• consequently
• resulting in

词组

• these aggregated information
• be considered as a statistical distribution of
• be related to
• guarantee a stable situation
• be strongly affected by xxx
• Long/short-term memory
• the variation of BSs’ computational capabilities
• support good scalability
• in a real-time fashion
• can be derived starting from $\cdots$
• consider the typical scenario that $\cdots$

短语

• construct the problem as a Markov decision process (MDP)
• to nearby BSs = in their proximity
• can remarkably/significantly reduce xxxx
• meet/satisfy the xx requirement of xxx
• meet the demand of xxx
• offers a summary of the related work = summarize the related work
• falls into the category of model-free DRL
• measure the difference of the input edges for each node in an architecture

公式相关

• be represented as
• be denoted by
• be recorded as
• according to the definition above
• The optimal game solution is called the feedback Nash equilibrium (NE) and is defined as follows:
• xx is a joint strategy profile xxx.
• satisfy for xx
• xx determines the relative importance of the entropy term against the reward
• be subsumed into the reward
• by sacling it by $\alpha$
• xx considerably improves learning speed over state-of-state methods that optimize the conventional RL objective function
• We can extend the objective to infinite horizon problems by introducing a discount factor $\theta$

句子

摘要/简介

• The rapid development of information and communication technology has given birth to a series of applications, such as automatic driving and virtual reality (VR).
• be usually sensitive to delay and require high data processing capabilities = be usually delay-intolerant and rely on high processing capabilities

实验结果描述

• Unfortunately, even if a Nash equilibrium exists, designing an algorithm that can converge to a Nash equilibrium solution is often not easy.
• This results in a dramatic increase in computational complexity and increases the computational burden.
• To solve these problems, we modify the model by borrowing from the MFG method.
• be effective in analyzing and modeling game problems involving a large number of players.
• xx has independence and uncertainty in different time slots.
• xx produces the best response control to maximize returns xxx(returns 定义).