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Research landscape

Trends

Keyword frequency, scoring patterns, and year distribution across 1184 papers.

Keyword score trends

Weighted keyword distribution based on LLM scoring (higher total indicates more attention) Based on 1135 papers with keyword scores; bars show cumulative relevance.

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 component trends

Average score-component signals across 1184 ranked papers.

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

Tag frequency Top 30

Most frequent keywords in paper tags

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

Year distribution

Papers distributed by year

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