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Research landscape

Trends

Keyword frequency, scoring patterns, and year distribution across 1607 papers.

Keyword score trends

Weighted keyword distribution based on LLM scoring (higher total indicates more attention) Based on 1451 papers with keyword scores; bars show cumulative relevance.

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 component trends

Average score-component signals across 1607 ranked papers.

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

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
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

Year distribution

Papers distributed by year

2026
929
2025
449
2024
157
2023
28
2022
21
2021
9
2020
6
2019
2
2018
2
2017
1
2016
2
2015
1