[P6] RSQ: Learning from Important Tokens Leads to Better Quantized LLMs

Yi-Lin Sung, Prateek Yadav, Jialu Li, Jaehong Yoon, Mohit Bansal

arXiv 2025    
Paper Code BibTeX

@article{sung2025rsq,
    title={RSQ: Learning from Important Tokens Leads to Better Quantized LLMs},
    author={Sung, Yi-Lin and Yadav, Prateek and Li, Jialu and Yoon, Jaehong and Bansal, Mohit},
    journal={arXiv preprint arXiv:2503.01820},
    year={2025},
}

[P5] On the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective

Yue Huang, Chujie Gao, Siyuan Wu, Haoran Wang, et al. Xiangqi Wang, Yujun Zhou, Yanbo Wang, Jiayi Ye, Jiawen Shi, Qihui Zhang, Yuan Li, Han Bao, Zhaoyi Liu, Tianrui Guan, Dongping Chen, Ruoxi Chen, Kehan Guo, Andy Zou, Bryan Hooi Kuen-Yew, Caiming Xiong, Elias Stengel-Eskin, Hongyang Zhang, Hongzhi Yin, Huan Zhang, Huaxiu Yao, Jaehong Yoon, Jieyu Zhang, Kai Shu, Kaijie Zhu, Ranjay Krishna, Swabha Swayamdipta, Taiwei Shi, Weijia Shi, Xiang Li, Yiwei Li, Yuexing Hao, Zhihao Jia, Zhize Li, Zhengqing Yuan, Xiuying Chen, Zhengzhong Tu, Xiyang Hu, Tianyi Zhou, Jieyu Zhao, Lichao Sun, Furong Huang, Or Cohen Sasson, Prasanna Sattigeri, Anka Reuel, Max Lamparth, Yue Zhao, Nouha Dziri, Yu Su, Huan Sun, Heng Ji, Chaowei Xiao, Mohit Bansal, Nitesh V. Chawla, Jian Pei, Jianfeng Gao, Michael Backes, Philip S. Yu, Neil Zhenqiang Gong, Pin-Yu Chen, Bo Li, and Xiangliang Zhang (▲ Hide list)

arXiv 2025    
Project Page Paper BibTeX

@article{huang2025on,
    title={On the Trustworthiness of Generative Foundation Models: Guideline, Assessment, and Perspective},
    author={Huang, Yue and Gao, Chujie and Wu, Siyuan and Wang, Haoran and Wang, Xiangqi and Zhou, Yujun and Wang, Yanbo and Ye, Jiayi and Shi, Jiawen and Zhang, Qihui and Li, Yuan and Bao, Han and Liu, Zhaoyi and Guan, Tianrui and Chen, Dongping and Chen, Ruoxi and Guo, Kehan and Zou, Andy and Hooi Kuen-Yew, Bryan and Xiong, Caiming and Stengel-Eskin, Elias and Zhang, Hongyang and Yin, Hongzhi and Zhang, Huan and Yao, Huaxiu and Yoon, Jaehong and Zhang, Jieyu and Shu, Kai and Zhu, Kaijie and Krishna, Ranjay and Swayamdipta, Swabha and Shi, Taiwei and Shi, Weijia and Li, Xiang and Li, Yiwei and Hao, Yuexing and Jia, Zhihao and Li, Zhize and Yuan, Zhengqing and Chen, Xiuying and Tu, Zhengzhong and Hu, Xiyang and Zhou, Tianyi and Zhao, Jieyu and Sun, Lichao and Huang, Furong and Sasson, Or Cohen and Sattigeri, Prasanna and Reuel, Anka and Lamparth, Max and Zhao, Yue and Dziri, Nouha and Su, Yu and Sun, Huan and Ji, Heng and Xiao, Chaowei and Bansal, Mohit and Chawla, Nitesh V. and Pei, Jian and Gao, Jianfeng and Backes, Michael and Yu, Philip S. and Gong, Neil Zhenqiang and Chen, Pin-Yu and Li, Bo and Zhang, Xiangliang},
    journal={arXiv preprint arXiv:2502.14296},
    year={2025},
}