AM3Safety: Towards Data Efficient Alignment of Multi-modal Multi-turn Safety for MLLMs.

Chengkun Cai

Han Zhu Jiale Chen Chengkun Cai Shengjie Sun Haoran Li Yujin Zhou Chi-Min Chan Pengcheng Wen Lei Li Sirui Han Yike Guo AM3Safety: Towards Data Efficient Alignment of Multi-modal Multi-turn Safety for MLLMs. 2026 January abs/2601.04736 CoRR https://doi.org/10.48550/arXiv.2601.04736 db/journals/corr/corr2601.html#abs-2601-04736 streams/journals/corr

Haoliang Liu Chengkun Cai Xu Zhao Lei Li E2CAR: An Efficient 2D-CNN Framework for Real-Time EEG Artifact Removal on Edge Devices. 2026 February abs/2602.09035 CoRR https://doi.org/10.48550/arXiv.2602.09035 db/journals/corr/corr2602.html#abs-2602-09035 streams/journals/corr

Chengkun Cai Haoliang Liu Xu Zhao Zhongyu Jiang Tianfang Zhang Zongkai Wu John Lee Jenq-Neng Hwang Lei Li 0050 Bayesian Optimization for Controlled Image Editing via LLMs. 10045-10056 2025 ACL (Findings) https://aclanthology.org/2025.findings-acl.523/ conf/acl/2025f db/conf/acl/acl2025f.html#CaiLZJZWLHL25 Chengkun Cai Xu Zhao Haoliang Liu Zhongyu Jiang Tianfang Zhang Zongkai Wu Jenq-Neng Hwang Lei Li 0050 The Role of Deductive and Inductive Reasoning in Large Language Models. 16780-16790 2025 ACL (1) https://aclanthology.org/2025.acl-long.820/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#CaiZLJZWHL25 Kang Li Chengkun Cai Guofeng Yan Kangrui Wang Bing Han Guangze Wu Jian Wang Ultra-High-Capacity (288 Channel, 30 Tbit/S) Diverse Space-Division Multiplexing (MCF, FMF, OAM, SMF) Fiber-Chip-Fiber Optical Data Transmission and Signal Processing System Using 2D/3D Heterogeneous Integrated Photonics Chips. 1-4 2025 ECOC https://doi.org/10.1109/ECOC66593.2025.11263292 conf/ecoc/2025 db/conf/ecoc/ecoc2025.html#LiCYWHWW25 streams/conf/ecoc

Chengkun Cai Haoliang Liu Xu Zhao Zhongyu Jiang Tianfang Zhang Zongkai Wu Jenq-Neng Hwang Serge J. Belongie Lei Li 0050 Bayesian Optimization for Controlled Image Editing via LLMs. 2025 February abs/2502.18116 CoRR https://doi.org/10.48550/arXiv.2502.18116 db/journals/corr/corr2502.html#abs-2502-18116 streams/journals/corr

Han Zhu Juntao Dai Jiaming Ji Haoran Li Chengkun Cai Pengcheng Wen Chi-Min Chan Boyuan Chen 0008 Yaodong Yang 0001 Sirui Han Yike Guo SafeMT: Multi-turn Safety for Multimodal Language Models. 2025 October abs/2510.12133 CoRR https://doi.org/10.48550/arXiv.2510.12133 db/journals/corr/corr2510.html#abs-2510-12133 streams/journals/corr

Kang Li Guofeng Yan Kangrui Wang Chengkun Cai Min Yang Yuanjian Wan Guangze Wu Weike Zhao Yingying Peng Yaocheng Shi Daoxin Dai Jian Wang Heterogeneous integrated fiber-chip system enabling 192-channel and 20-Tbit/s multi-dimensional optical signal transmission and processing. 1-3 2024 OFC https://ieeexplore.ieee.org/document/10527020 conf/ofc/2024 db/conf/ofc/ofc2024.html#LiYWCYWWZPSDW24 Guofeng Yan Min Yang Kangrui Wang Chengkun Cai Bing Han Zhenyu Wan Shuo Zheng Yanjun Zhu Hua Zhang Chaonan Yao Yuchen Shao Jian Wang Experimental Demonstration of Single-wavelength net 16.1Tb/s Self-Homodyne Coherent Transmission over a 24-Core Fiber. 1-3 2024 OFC https://ieeexplore.ieee.org/document/10527206 conf/ofc/2024 db/conf/ofc/ofc2024.html#YanYWCHWZZZYSW24 Min Yang Chengkun Cai Kangrui Wang Guofeng Yan Shuo Zheng Zhenyu Wan Yanjun Zhu Hua Zhang Chaonan Yao Yuchen Shao Jian Wang Experimental Demonstration of 51.2 Tb/s Self-Homodyne Coherent Interconnects on a 3D Photonic Chip Inspiring Coherent Technology Transfer to Centimeter-Scale Ultra-Short-Reach Applications. 1-3 2024 OFC https://ieeexplore.ieee.org/document/10527212 conf/ofc/2024 db/conf/ofc/ofc2024.html#YangCWYZWZZYSW24

Chengkun Cai Xu Zhao Yucheng Du Haoliang Liu Lei Li T2 of Thoughts: Temperature Tree Elicits Reasoning in Large Language Models. 2024 abs/2405.14075 CoRR https://doi.org/10.48550/arXiv.2405.14075 db/journals/corr/corr2405.html#abs-2405-14075

Chengkun Cai Xu Zhao Haoliang Liu Zhongyu Jiang Tianfang Zhang Zongkai Wu Jenq-Neng Hwang Lei Li 0050 The Role of Deductive and Inductive Reasoning in Large Language Models. 2024 abs/2410.02892 CoRR https://doi.org/10.48550/arXiv.2410.02892 db/journals/corr/corr2410.html#abs-2410-02892 streams/journals/corr

Min Yang 0007 Chengkun Cai Yize Liang Lei Shen Yanjun Zhu Hua Zhang Chaonan Yao Yuchen Shao Lei Zhang 0201 Changkun Yan Liubo Yang Ruichun Wang Jun Chu Jian Wang 0060 19-Core SDM Self-Homodyne Coherent Transmission using Fan-In/Fan-Out Photonic Lantern. 1-3 2023 OFC https://doi.org/10.23919/OFC49934.2023.10117399 conf/ofc/2023 db/conf/ofc/ofc2023.html#YangCLSZZYSZYYW23 Chengkun Cai Yifan Zhao 0003 Jieying Zhang Lulu Wang 0014 Jian Wang 0060 Experimental Demonstration of an Underwater Wireless Optical Link Employing Orbital Angular Momentum (OAM) Modes with Fast Auto-Alignment System. 1-3 2019 OFC https://ieeexplore.ieee.org/document/8696408 conf/ofc/2019 db/conf/ofc/ofc2019.html#CaiZZWW19 Chengkun Cai Jiaxiong Li Lulu Wang 0014 Wei Zhou Long Zhu Andong Wang Jiangbing Du Lin Ma 0008 Zuyuan He Ming-Jun Li 0001 Jian Wang 0060 Gain-Flattened C+L Band Distributed Raman Amplification for MDM and WDM Transmission of Orbital Angular Momentum (OAM) Modes Over 100-km Large-Core Fiber. 1-3 2018 ECOC https://doi.org/10.1109/ECOC.2018.8535245 conf/ecoc/2018 db/conf/ecoc/ecoc2018.html#CaiLWZZWDMHLW18 Lulu Wang 0014 Jiaxiong Li Chengkun Cai Wei Zhou Long Zhu Andong Wang Jiangbing Du Lin Ma 0008 Zuyuan He Ming-Jun Li 0001 Jian Wang 0060 First Demonstration of Ultra-Low-Noise Long-Haul 110-km MDM+WDM Transmission of Orbital Angular Momentum (OAM) Modes with 1st / 2nd-Order Distributed Raman Amplifier. 1-3 2018 ECOC https://doi.org/10.1109/ECOC.2018.8535344 conf/ecoc/2018 db/conf/ecoc/ecoc2018.html#WangLCZZWDMHLW18 Jiaxiong Li Lulu Wang 0014 Jiangbing Du Zuyuan He Chengkun Cai Long Zhu Andong Wang Jian Wang 0060 C + L Band Distributed Few-mode Raman Amplification with Flattened Gain for Mode-division-multiplexed Optical Transmission over 75-km Few-mode Fiber. 1-3 2018 OFC https://ieeexplore.ieee.org/document/8386129 conf/ofc/2018 db/conf/ofc/ofc2018.html#LiWDHCZWW18 Long Zhu Jiaxiong Li Guoxuan Zhu Lulu Wang 0014 Chengkun Cai Andong Wang Shuhui Li 0005 Ming Tang Zuyuan He Siyuan Yu Cheng Du Wenyong Luo Jie Liu Jiangbing Du Jian Wang 0060 First Demonstration of Orbital Angular Momentum (OAM) Distributed Raman Amplifier over 18-km OAM Fiber with Data-Carrying OAM Multiplexing and Wavelength-Division Multiplexing. 1-3 2018 OFC https://ieeexplore.ieee.org/document/8386157 conf/ofc/2018 db/conf/ofc/ofc2018.html#ZhuLZWCWLTHYDLL18 Serge J. Belongie Chi-Min Chan Boyuan Chen 0008 Jiale Chen Jun Chu Daoxin Dai Juntao Dai Cheng Du Jiangbing Du Yucheng Du Yike Guo Bing Han Sirui Han Zuyuan He Jenq-Neng Hwang Jiaming Ji Zhongyu Jiang John Lee Haoran Li Jiaxiong Li Kang Li Lei Li Lei Li 0050 Ming-Jun Li 0001 Shuhui Li 0005 Yize Liang Haoliang Liu Jie Liu Wenyong Luo Lin Ma 0008 Yingying Peng Yuchen Shao Lei Shen Yaocheng Shi Shengjie Sun Ming Tang Yuanjian Wan Zhenyu Wan Andong Wang Jian Wang Jian Wang 0060 Kangrui Wang Lulu Wang 0014 Ruichun Wang Pengcheng Wen Guangze Wu Zongkai Wu Changkun Yan Guofeng Yan Liubo Yang Min Yang Min Yang 0007 Yaodong Yang 0001 Chaonan Yao Siyuan Yu Hua Zhang Jieying Zhang Lei Zhang 0201 Tianfang Zhang Weike Zhao Xu Zhao Yifan Zhao 0003 Shuo Zheng Wei Zhou Yujin Zhou Guoxuan Zhu Han Zhu Long Zhu Yanjun Zhu