2 papers
cs.LG2026
Simple Network Graph Comparative Learning
Qiang Yu, Xinran Cheng, Shiqiang Xu +1
The effectiveness of contrastive learning methods has been widely recognized in the field of graph learning, especially in contexts where graph data often lack labels or are diffic…
cs.AI2026
Defense Against Indirect Prompt Injection via Tool Result Parsing
Qiang Yu, Xinran Cheng, Chuanyi Liu
As LLM agents transition from digital assistants to physical controllers in autonomous systems and robotics, they face an escalating threat from indirect prompt injection. By embed…