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研究概览

趋势

关键词频率、评分模式及 1607 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 1451 篇有关键词评分的论文;条形表示累计相关性分。

world model
11547.0
world dynamics prediction
8897.0
generative world model
7537.0
world simulator
6244.0
video world model
6154.0
interactive world model
5811.0
model-based reinforcement learning world model
5141.0

Read-first 组件趋势

按 1607 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
91.8
methodology quality
62.1
topical relevance
47.6
reproducibility
41.1
citation impact
33.7
graph prestige
6.2
citation velocity
1.7

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
robotic manipulation
10
embodied ai
10
vision-language-action
10
video prediction
9
generalization
9
evaluation
9
latent dynamics
8
computer vision
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
929
2025
449
2024
157
2023
28
2022
21
2021
9
2020
6
2019
2
2018
2
2017
1
2016
2
2015
1