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cs.CR2026
Trust the Brand, Lose Control: How Identity Hijacks LLM Agent Orchestration
Xutao Mao, Rui Qian, Linghan Chen +5
LLM agents now execute tasks end to end with permission to change real systems and increasingly orchestrate subagents that differ in capability and cost. Prior work treats the choi…
cs.CR2025
Backdooring CLIP through Concept Confusion
Lijie Hu, Junchi Liao, Weimin Lyu +5
Backdoor attacks pose a serious threat to deep learning models by allowing adversaries to implant hidden behaviors that remain dormant on clean inputs but are maliciously triggered…