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Research landscape

Trends

Keyword frequency, scoring patterns, and year distribution across 1283 papers.

Keyword score trends

Weighted keyword distribution based on LLM scoring (higher total indicates more attention) Based on 1206 papers with keyword scores; bars show cumulative relevance.

world model
10025.0
world dynamics prediction
7673.0
generative world model
6545.0
world simulator
5366.0
video world model
5158.0
interactive world model
4916.0
model-based reinforcement learning world model
4729.0

Read-first component trends

Average score-component signals across 1283 ranked papers.

recency
90.4
methodology quality
64.4
topical relevance
50.6
citation impact
46.6
reproducibility
42.5
citation velocity
1.2

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
646
2025
419
2024
153
2023
25
2022
20
2021
8
2020
6
2019
1
2018
1
2017
1
2016
2
2015
1