论文修改建议 (PanCF 20211025 长句子改成几个短句子)

1. Behavior imitation of individual board game players
   可以把 behavior imitation 列为 keyword
2. by dividing the imitation process into two stages
   → \to → 技术比阶段的适应性更好，而且更有力量
   through three techniques: generic policy learning, individual player behavior imitating, and board state feature extraction.
3. They both learn from gameplay records by adversarial imitation learning and are unified within the meta-learning framework.
   → \to → 给每个名字一个正确的位置，不要 and
   Under the meta-learning framework, our approach learns player behavior using gameplay records through adversarial imitation learning.
   → \to → 有条理
   On the one hand, gameplay records are used to build the basic data for adversarial imitation learning.
   On the other hand, the meta-learning framework is adopted to construct the overall algorithm.
   → \to → 更有逻辑
   From the data viewpoint, gameplay records form the basis for adversarial imitation learning.
   From the architecture viewpoint, meta-learning is adopted to construct an adaptive framework.
4. 三个技术要与前面的问题所对应
5. Fig 1 depicts → \to → Figure 1 depicts
6. Our method takes demonstrations as input (including the state and actions of players’ records) and learns a policy for each player.
   → \to → 坚决反对 and
   The inputs are demonstrations, including the state and actions of players’ records.
   The output is a personalized strategy for each player.
7. In order to learn more diverse behaviors, we use adversarial imitation learning rather than supervised learning to understand the intentions of players.
   → \to → understand the intentions of players 近期、直接目的
   → \to → learn more diverse behaviors 远期、间接目的
   → \to → 修改为
   We use adversarial imitation learning rather than supervised learning to more diverse behaviors.
   In this way, the intentions of players may be better captured.
8. 几个模块分别描述
   The CNN-based … extractor module …
   The xxx module …
   单元测试: 如何做的
   Contribution: 集成测试, what we have achieved?

标签：players,20211025,adversarial,records,imitation,learning,gameplay,句子,PanCF
来源： https://blog.csdn.net/minfanphd/article/details/120956327