Linkang Du

Xi'an Jiaotong University

Papers

2

Total Citations

7

H-Index

1

About

Linkang Du is a rising researcher at the forefront of artificial intelligence security, with a focus on the safety and robustness of multi-agent and embodied systems. His work critically examines the vulnerabilities of next-generation AI, particularly in real-world deployments. Du’s major contribution is the introduction of "SUB-PLAY," a novel framework for crafting adversarial policies against partially observed multi-agent reinforcement learning (MARL) systems. This work, published in 2024 and already garnering 6 citations, highlights critical security threats in applications like drone swarms and robotic collaboration, demonstrating how an adversary can subtly manipulate learned behaviors. More recently, Du has expanded his scope to embodied intelligence, co-authoring a comprehensive 2025 survey that maps the enabling technologies, security challenges, and emerging trends in this transformative field. By bridging the gap between cutting-edge AI capabilities and their inherent security risks, Du is establishing himself as a key voice in ensuring that the next wave of intelligent, physical agents is both powerful and trustworthy.

Research Focus

Key Achievements

1
H-Index
2
Papers
7
Total Citations
4
Avg Citations/Paper
🏆 Most Cited Paper
<i>SUB-PLAY:</i> Adversarial Policies against Partially Observed Multi-Agent Reinforcement Learning Systems
6 citations · 2024
📈 Most Prolific Year: 2024 (1 Papers)
🤝 Key Collaborators: 11
🏛 Institutions: Xi'an Jiaotong University

Top Papers

  1. 1
  2. 2

Key Collaborators

Contact & Links

Available for collaboration
Content generated · 13 days ago