Loop as a Bridge: Can Looped Transformers Truly Link Representation Space and Natural Language Outputs?

Guanxu Chen

Guanxu Chen Dongrui Liu Jing Shao Loop as a Bridge: Can Looped Transformers Truly Link Representation Space and Natural Language Outputs? 2026 January abs/2601.10242 CoRR https://doi.org/10.48550/arXiv.2601.10242 db/journals/corr/corr2601.html#abs-2601-10242 streams/journals/corr

Bo Zhang Jiaxuan Guo Lijun Li Dongrui Liu Sujin Chen Guanxu Chen Zhijie Zheng 0001 Qihao Lin Lewen Yan Chen Qian Yijin Zhou Yuyao Wu Shaoxiong Guo Tianyi Du Jingyi Yang Xuhao Hu Ziqi Miao Xiaoya Lu Jing Shao Xia Hu DeepSight: An All-in-One LM Safety Toolkit. 2026 February abs/2602.12092 CoRR https://doi.org/10.48550/arXiv.2602.12092 db/journals/corr/corr2602.html#abs-2602-12092 streams/journals/corr

Dongrui Liu Yi Yu Jie Zhang Guanxu Chen Qihao Lin Hanxi Zhu Lige Huang Yijin Zhou Peng Wang Shuai Shao Boxuan Zhang Zicheng Liu Jingwei Sun Yu Li Yuejin Xie Jiaxuan Guo Jia Xu Chaochao Lu Bowen Zhou Xia Hu Jing Shao Frontier AI Risk Management Framework in Practice: A Risk Analysis Technical Report v1.5. 2026 February abs/2602.14457 CoRR https://doi.org/10.48550/arXiv.2602.14457 db/journals/corr/corr2602.html#abs-2602-14457 streams/journals/corr

Qihao Lin Guanxu Chen Dongrui Liu Jing Shao PRISM: Preference-Aware Influence Function Based Data Selection Method for Efficient Fine-Tuning. 2026 May abs/2605.21422 CoRR https://doi.org/10.48550/arXiv.2605.21422 db/journals/corr/corr2605.html#abs-2605-21422 streams/journals/corr

Guanxu Chen Gang Wang 0007 K. C. Ho 0001 Lei Huang 0001 Underwater Acoustic Source Localization by TOA With Indeterminate Isogradient Sound Speed Profile. 35522-35542 2025 September 12 IEEE Internet Things J. 17 https://doi.org/10.1109/JIOT.2025.3580148 db/journals/iotj/iotj12.html#ChenWHH25a streams/journals/iotj

Xiaoru Xie Menghao Li Yanxiong Liu Yang Liu 0137 Guanxu Chen Yikai Feng Senbo Liu Huayi Zhang Dongxu Zhou GNSS Precipitable Water Vapor Insights Into Sea Surface Wave Characteristics During Seawater Encroachment: A Case Study in Bohai and Yellow Seas, China. 1-8 2025 63 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2025.3635091 db/journals/tgrs/tgrs63.html#XieLLLCFLZZ25 streams/journals/tgrs

Guanxu Chen Dongrui Liu Tao Luo Jing Shao SEER: Self-Explainability Enhancement of Large Language Models' Representations. 2025 February abs/2502.05242 CoRR https://doi.org/10.48550/arXiv.2502.05242 db/journals/corr/corr2502.html#abs-2502-05242 streams/journals/corr

Yuanzhe Shen Zisu Huang Zhengkang Guo Yide Liu Guanxu Chen Ruicheng Yin Xiaoqing Zheng Xuanjing Huang 0001 IntentionReasoner: Facilitating Adaptive LLM Safeguards through Intent Reasoning and Selective Query Refinement. 2025 August abs/2508.20151 CoRR https://doi.org/10.48550/arXiv.2508.20151 db/journals/corr/corr2508.html#abs-2508-20151 streams/journals/corr

Jingyi Yang Guanxu Chen Xuhao Hu Jing Shao Taming Masked Diffusion Language Models via Consistency Trajectory Reinforcement Learning with Fewer Decoding Step. 2025 September abs/2509.23924 CoRR https://doi.org/10.48550/arXiv.2509.23924 db/journals/corr/corr2509.html#abs-2509-23924 streams/journals/corr

Guanxu Chen Yafu Li Yuxian Jiang Chen Qian Qihan Ren Jingyi Yang Yu Cheng 0001 Dongrui Liu Jing Shao Conditional Advantage Estimation for Reinforcement Learning in Large Reasoning Models. 2025 September abs/2509.23962 CoRR https://doi.org/10.48550/arXiv.2509.23962 db/journals/corr/corr2509.html#abs-2509-23962 streams/journals/corr

Yuxian Jiang Yafu Li Guanxu Chen Dongrui Liu Yu Cheng 0001 Jing Shao Rethinking Entropy Regularization in Large Reasoning Models. 2025 September abs/2509.25133 CoRR https://doi.org/10.48550/arXiv.2509.25133 db/journals/corr/corr2509.html#abs-2509-25133 streams/journals/corr

Huming Qiu Guanxu Chen Mi Zhang 0001 Min Yang 0002 Safe Text-to-Image Generation: Simply Sanitize the Prompt Embedding. 2024 abs/2411.10329 CoRR https://doi.org/10.48550/arXiv.2411.10329 db/journals/corr/corr2411.html#abs-2411-10329 streams/journals/corr

Menghao Li Yang Liu 0137 Yanxiong Liu Guanxu Chen Qiuhua Tang Yikai Feng Linhu Zhang Yuanlan Wen Impact of Sound Travel Time Modeling on Sequential GNSS-Acoustic Seafloor Positioning Under Various Survey Configurations. 1-11 2023 61 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2023.3297519 db/journals/tgrs/tgrs61.html#LiLLCTFZW23

Menghao Li Yang Liu 0137 Yanxiong Liu Guanxu Chen Qiuhua Tang Yunfeng Han Yuanlan Wen Simulative Evaluation of the Underwater Geodetic Network Configuration on Kinematic Positioning Performance. 1939 2022 14 Remote. Sens. 8 https://doi.org/10.3390/rs14081939 db/journals/remotesensing/remotesensing14.html#LiLLCTHW22

Guanxu Chen Yang Liu 0137 Yanxiong Liu Ziwen Tian Menghao Li Adjustment of Transceiver Lever Arm Offset and Sound Speed Bias for GNSS-Acoustic Positioning. 1606 2019 11 Remote. Sens. 13 https://doi.org/10.3390/rs11131606 https://www.wikidata.org/entity/Q127552575 db/journals/remotesensing/remotesensing11.html#ChenLLTL19

Sujin Chen Yu Cheng 0001 Tianyi Du Yikai Feng Jiaxuan Guo Shaoxiong Guo Zhengkang Guo Yunfeng Han K. C. Ho 0001 Xia Hu Xuhao Hu Lei Huang 0001 Lige Huang Xuanjing Huang 0001 Zisu Huang Yuxian Jiang Lijun Li Menghao Li Yafu Li Yu Li Qihao Lin Dongrui Liu Senbo Liu Yang Liu 0137 Yanxiong Liu Yide Liu Zicheng Liu Chaochao Lu Xiaoya Lu Tao Luo Ziqi Miao Chen Qian Huming Qiu Qihan Ren Jing Shao Shuai Shao Yuanzhe Shen Jingwei Sun Qiuhua Tang Ziwen Tian Gang Wang 0007 Peng Wang Yuanlan Wen Yuyao Wu Xiaoru Xie Yuejin Xie Jia Xu Lewen Yan Jingyi Yang Min Yang 0002 Ruicheng Yin Yi Yu Bo Zhang Boxuan Zhang Huayi Zhang Jie Zhang Linhu Zhang Mi Zhang 0001 Xiaoqing Zheng Zhijie Zheng 0001 Bowen Zhou Dongxu Zhou Yijin Zhou Hanxi Zhu