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• How Alignment And Jailbreak Work: Explain LLM Safety Through Intermediate Hidden States
  2024 · 92 citations
• How Emotion Shapes the Behavior of LLMs and Agents: A Mechanistic Study
  2026
• Resource Consumption Threats in Large Language Models
  2026
• Backdoor Attribution: Elucidating and Controlling Backdoor in Language Models
  2025
• Backdoor Collapse: Eliminating Unknown Threats via Known Backdoor Aggregation in Language Models
  2025
• Resource Consumption Red-Teaming for Large Vision-Language Models
  2025
• Resource Consumption Red-teaming For Large Vision-language Models
  2025
• A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment
  2025
• LIFEBench: Evaluating Length Instruction Following in Large Language Models
  2025
• Crabs: Consuming Resource Via Auto-generation For Llm-dos Attack Under Black-box Settings
  2024
• Course-Correction: Safety Alignment Using Synthetic Preferences
  2024
• On the Role of Attention Heads in Large Language Model Safety
  2024