Structure vs. Chaos: Asymmetric Entropic Optimization for Enforcing Instruction Hierarchy
Tianxiao Huang · Xinwei Liu · Zitong Shi · Yuxin Wu · Xuan Chen · Liangtao Zheng · Yixuan Tang · Anthony Tung
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Tianxiao Huang · Xinwei Liu · Zitong Shi · Yuxin Wu · Xuan Chen · Liangtao Zheng · Yixuan Tang · Anthony Tung
Yuansen Liu · Yixuan Tang · Anthony Kum Hoe Tung
Current LLM safety research predominantly focuses on mitigating **Goal Hijacking**, preventing attackers from redirecting a model’s high-level objective (e.g., from "summarizing emails" to "phishing users"). In this paper, we argue that this perspective is incomplete and highlight a critical vuln...
Zequn Xie · Guijin Luo · Chuxin Wang · Sihang Cai · Tao Jin · Zhou Zhao · Yixuan Tang
Text-based person anomaly search retrieves specific behavioral events from surveillance archives using natural-language queries. Although recent pose-aware methods align geometric structures well, they face a fundamental Pose-Semantic Gap: semantically different actions can share similar skeletal...
Guijin Luo · Zequn Xie · Sihang Cai · Chuxin Wang · Zhou Zhao · Yixuan Tang
Person Re-Identification (ReID) has long struggled with the semantic gap between low-level visual features and high-level identity concepts. While Vision-Language Models (VLMs) offer promising semantic understanding, existing methods typically adopt a static “one-pass” paradigm, converting images...
Xiaomeng Hu · Yixuan Tang · Haoze Li · Hao Chen · Qi Zhang · Zhanming Shen · Yiming Zhang · Haobo Wang · Junbo Zhao
With the rapid progress of large language models (LLMs), aligning a general-purpose model with downstream tasks through fine-tuning has become a central research focus. Selecting only high-quality examples for training has been shown to be one of the most effective ways to improve fine-tuning per...
Kai Tang · Yixuan Tang · Tianyi Chen · Haokai Xu · Qiqi Luo · Jin Guang Zheng · Zhixin Zhang · Gang Chen · Haobo Wang
Zhen Zhu · Kai Tang · Songhe Feng · Yixuan Tang · Haobo Wang · Gengyu Lyu · Cheng Peng · Yining Sun
Yunlong Lyu · Yixuan Tang · Peng Chen · Tian Dong · Xinyu Wang · Zhiqiang Dong · Hao Chen