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Mingxing Peng

14 papers hereh-index 7256 citations14 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author7

Across the 12 of 14 papers where every author was matched, so the position is known.

fields
  • cs.AI7
  • cs.RO5
  • cs.LG1
  • eess.SY1

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedTowards Explainable Traffic Flow Prediction with Large Language Models

108 citations · 184 across the 12 of their papers we have counts for

collaborators
Showing 2024 · cs.AIShow all

3 papers · 2 filters

cs.AI2024★ 13 cited

Automating Traffic Model Enhancement with AI Research Agent

Xusen Guo, Xinxi Yang, Mingxing Peng +3

Developing efficient traffic models is crucial for optimizing modern transportation systems. However, current modeling approaches remain labor-intensive and prone to human errors d…

cs.AI2024

GenFollower: Enhancing Car-Following Prediction with Large Language Models

Xianda Chen, Mingxing Peng, PakHin Tiu +4

Accurate modeling of car-following behaviors is essential for various applications in traffic management and autonomous driving systems. However, current approaches often suffer fr…

cs.AI2024★ 61 cited

LC-LLM: Explainable Lane-Change Intention and Trajectory Predictions with Large Language Models

Mingxing Peng, Xusen Guo, Xianda Chen +2

To ensure safe driving in dynamic environments, autonomous vehicles should possess the capability to accurately predict lane change intentions of surrounding vehicles in advance an…

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