Xinfeng Li

1. Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
   2025/03/31 by Bang Liu, Liu, Bang, Xinfeng Li +95 · 13 voices · 34 citations
   Computer Science · #Reinforcement Learning in Robotics
2. MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix
   2025/05/19 by Ziyang Ma, Yinghao Ma, Ma, Ziyang +62 · 49 citations
   Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Music and Audio Processing #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering
3. A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment
   2025/04/22 by Kun Wang, Wang, Kun, Guibin Zhang +193 · 27 citations
   Computer Science · Health Professions · Medicine · #Adversarial Robustness in Machine Learning #Occupational Health and Safety Research #Artificial Intelligence in Healthcare and Education
4. A Survey on Trustworthy LLM Agents: Threats and Countermeasures
   2025/03/12 by Miao Yu, Fanci Meng, Yu, Miao +21 · 16 citations
   Computer Science · Social Sciences · #Explainable Artificial Intelligence (XAI) #Big Data and Digital Economy #Ethics and Social Impacts of AI
5. SafeEar: Content Privacy-Preserving Audio Deepfake Detection
   2024/09/14 by Xinfeng Li, Kai Li, Li, Xinfeng +9 · 5 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Multimedia (cs.MM) #Music and Audio Processing #Sound (cs.SD) #electronic engineering #information engineering
6. GuardReasoner-VL: Safeguarding VLMs via Reinforced Reasoning
   2025/05/16 by Yue Liu, Liu, Yue, Mingzhe Du +19 · 10 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection #Multimodal Machine Learning Applications #Topic Modeling
7. Inaudible Adversarial Perturbation: Manipulating the Recognition of User Speech in Real Time
   2023/08/02 by Xinfeng Li, Chen Yan, Li, Xinfeng +9 · 3 citations
   Computer Science · #Adversarial Robustness in Machine Learning
8. MME-VideoOCR: Evaluating OCR-Based Capabilities of Multimodal LLMs in Video Scenarios
   2025/05/27 by Yang Shi, Huanqian Wang, Shi, Yang +43 · 5 citations
   Computer Science · #Natural Language Processing Techniques #Video Analysis and Summarization #Speech and dialogue systems
9. When Memory Becomes a Vulnerability: Towards Multi-turn Jailbreak Attacks against Text-to-Image Generation Systems
   2025/04/29 by Shiqian Zhao, Zhao, Shiqian, Jiayang Liu +20 · 4 citations
   Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences
10. BIGbench: A Unified Benchmark for Evaluating Multi-dimensional Social Biases in Text-to-Image Models
    2024/07/21 by Hanjun Luo, Luo, Hanjun, Haoyu Huang +15 · 2 citations
    Social Sciences · #Computational and Text Analysis Methods #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
11. PromptGuard: Soft Prompt-Guided Unsafe Content Moderation for Text-to-Image Models
    2025/01/07 by Lingzhi Yuan, Xinfeng Li, Yuan, Lingzhi +15 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Hate Speech and Cyberbullying Detection
12. Learning to Rank Chain-of-Thought: Using a Small Model
    2025/05/21 by Eric Hanchen Jiang, Jiang, Eric Hanchen, Haozheng Luo +21 · 5 citations
    Decision Sciences · #Artificial Intelligence (cs.AI) #Complex Systems and Decision Making #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
13. The Man Behind the Sound: Demystifying Audio Private Attribute Profiling via Multimodal Large Language Model Agents
    2025/07/14 by Lixu Wang, K. Yao, Wang, Lixu +11 · 5 citations
    Computer Science · Social Sciences · #Audio and Speech Processing (eess.AS) #Computational and Text Analysis Methods #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Music and Audio Processing #Sound (cs.SD) #Topic Modeling #electronic engineering #information engineering
14. Legilimens: Practical and Unified Content Moderation for Large Language Model Services
    2024/08/28 by Jialin Wu, Wu, Jialin, Jiangyi Deng +11 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
15. Efficient Reasoning via Chain of Unconscious Thought
    2025/05/26 by Gong, Ruihan, Yue Liu, Liu, Yue +23 · 2 citations
    Computer Science · #Computability, Logic, AI Algorithms #Computation and Language (cs.CL) #FOS: Computer and information sciences
16. Enrollment-stage Backdoor Attacks on Speaker Recognition Systems via Adversarial Ultrasound
    2023/06/28 by Xinfeng Li, Li, Xinfeng, Junning Ze +9 · 1 citation
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Audio and Speech Processing (eess.AS) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Geophysical Methods and Applications #Sound (cs.SD) #electronic engineering #information engineering