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研究概览

趋势

关键词频率、评分模式及 1184 篇论文的年份分布。

关键词评分趋势

基于 LLM 评分的加权关键词分布（总分越高表示该方向论文越受关注） 基于 1135 篇有关键词评分的论文；条形表示累计相关性分。

world model
9664.0
world dynamics prediction
7392.0
generative world model
6267.0
world simulator
5131.0
video world model
4859.0
interactive world model
4674.0
model-based reinforcement learning world model
4608.0

Read-first 组件趋势

按 1184 篇论文的评分组件聚合平均信号，帮助判断当前索引强在哪里。

recency
90.4
methodology quality
65.3
citation impact
53.3
topical relevance
52.1
reproducibility
43.2
citation velocity
1.3

标签频率 Top 30

论文标签中出现频率最高的关键词

world model
186
CV
130
AI
113
RO
103
LG
66
video generation
39
reinforcement learning
32
autonomous driving
27
robotics
22
benchmark
18
diffusion model
16
CL
13
planning
13
video world model
12
embodied ai
10
vision-language-action
10
robotic manipulation
10
evaluation
9
video prediction
9
generalization
9
computer vision
8
latent dynamics
8
robot manipulation
8
model based reinforcement learning
8
robot learning
7
representation learning
7
imitation learning
7
model predictive control
7
world action models
6
embodied agent
6

年份分布

论文按年份分布情况

2026
578
2025
406
2024
147
2023
19
2022
19
2021
7
2020
5
2018
1
2017
1
2015
1