Amplification Effects in Test-Time Reinforcement Learning: Safety and Reasoning Vulnerabilities
Vanshaj Khattar, Md. Rafi Ur Rashid, Moumita Choudhury, Jing Liu, T. Koike-Akino, Ming Jin, Ye Wang
March 2026
Jing Liu
Senior Researcher
Publications
-
-
-
-
Scalable Distributed Vector Search via Accuracy Preserving Index Construction
Yuming Xu, Qianxi Zhang, Qi Chen, Baotong Lu, Menghao Li, Philip Adams, Mingqin Li, Zengzhong Li, Jing Liu, Cheng Li, Fan Yang
December 2025
-
Aeolia: A Fast and Secure Userspace Interrupt-Based Storage Stack
Chuandong Li, Ran Yi, Zonghao Zhang, Jing Liu, Changwoo Min, Jie Zhang, Yingwei Luo, Xiaolin Wang, Zhenlin Wang, Diyu Zhou
September 2025
-
RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference
Yaoqi Chen, Jinkai Zhang, Baotong Lu, Qianxi Zhang, Chengruidong Zhang, Jingjia Luo, Di Liu, Huiqiang Jiang, Qi Chen, Jing Liu, Bailu Ding, Xiao Yan, Jiawei Jiang, Chen Chen, Mingxing Zhang, Yuqing Yang, Fan Yang, Mao Yang
June 2025
-
Fast, Transparent Filesystem Microkernel Recovery with Ananke
Jing Liu, Yifan Dai, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
USENIX Conference on File and Storage Technologies | February 2025
Erik Riedel Best Paper Award
-
-
-
Amplification Effects in Test-Time Reinforcement Learning: Safety and Reasoning Vulnerabilities
Vanshaj Khattar, Md. Rafi Ur Rashid, Moumita Choudhury, Jing Liu, T. Koike-Akino, Ming Jin, Ye Wang
March 2026
-
RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference
Yaoqi Chen, Jinkai Zhang, Baotong Lu, Qianxi Zhang, Chengruidong Zhang, Jingjia Luo, Di Liu, Huiqiang Jiang, Qi Chen, Jing Liu, Bailu Ding, Xiao Yan, Jiawei Jiang, Chen Chen, Mingxing Zhang, Yuqing Yang, Fan Yang, Mao Yang
June 2025
-
-
-
Amplification Effects in Test-Time Reinforcement Learning: Safety and Reasoning Vulnerabilities
Vanshaj Khattar, Md. Rafi Ur Rashid, Moumita Choudhury, Jing Liu, T. Koike-Akino, Ming Jin, Ye Wang
March 2026
-
-
-
Amplification Effects in Test-Time Reinforcement Learning: Safety and Reasoning Vulnerabilities
Vanshaj Khattar, Md. Rafi Ur Rashid, Moumita Choudhury, Jing Liu, T. Koike-Akino, Ming Jin, Ye Wang
March 2026
-
Aeolia: A Fast and Secure Userspace Interrupt-Based Storage Stack
Chuandong Li, Ran Yi, Zonghao Zhang, Jing Liu, Changwoo Min, Jie Zhang, Yingwei Luo, Xiaolin Wang, Zhenlin Wang, Diyu Zhou
September 2025
-
Fast, Transparent Filesystem Microkernel Recovery with Ananke
Jing Liu, Yifan Dai, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
USENIX Conference on File and Storage Technologies | February 2025
Erik Riedel Best Paper Award
-
-
-
Scalable Distributed Vector Search via Accuracy Preserving Index Construction
Yuming Xu, Qianxi Zhang, Qi Chen, Baotong Lu, Menghao Li, Philip Adams, Mingqin Li, Zengzhong Li, Jing Liu, Cheng Li, Fan Yang
December 2025
-
-
-
Amplification Effects in Test-Time Reinforcement Learning: Safety and Reasoning Vulnerabilities
Vanshaj Khattar, Md. Rafi Ur Rashid, Moumita Choudhury, Jing Liu, T. Koike-Akino, Ming Jin, Ye Wang
March 2026
-
Aeolia: A Fast and Secure Userspace Interrupt-Based Storage Stack
Chuandong Li, Ran Yi, Zonghao Zhang, Jing Liu, Changwoo Min, Jie Zhang, Yingwei Luo, Xiaolin Wang, Zhenlin Wang, Diyu Zhou
September 2025
-
RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference
Yaoqi Chen, Jinkai Zhang, Baotong Lu, Qianxi Zhang, Chengruidong Zhang, Jingjia Luo, Di Liu, Huiqiang Jiang, Qi Chen, Jing Liu, Bailu Ding, Xiao Yan, Jiawei Jiang, Chen Chen, Mingxing Zhang, Yuqing Yang, Fan Yang, Mao Yang
June 2025
-
-
-
Scalable Distributed Vector Search via Accuracy Preserving Index Construction
Yuming Xu, Qianxi Zhang, Qi Chen, Baotong Lu, Menghao Li, Philip Adams, Mingqin Li, Zengzhong Li, Jing Liu, Cheng Li, Fan Yang
December 2025
-
-
-
Fast, Transparent Filesystem Microkernel Recovery with Ananke
Jing Liu, Yifan Dai, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
USENIX Conference on File and Storage Technologies | February 2025
Erik Riedel Best Paper Award
-