Explicit Logic Channel for Validation and Enhancement of MLLMs on Zero-Shot Tasks.

Hui Li Tan

Mei Chee Leong Ying Gu Hui Li Tan Liyuan Li Nancy F. Chen Explicit Logic Channel for Validation and Enhancement of MLLMs on Zero-Shot Tasks. 2026 March abs/2603.11689 CoRR https://doi.org/10.48550/arXiv.2603.11689 db/journals/corr/corr2603.html#abs-2603-11689 streams/journals/corr

Ying Gu Mei Chee Leong Hui Li Tan Shangbo Mao Liyuan Li Nancy Chen Towards Annotation-Free Validation of MLLMs: A Vision-Language Logical Consistency Metric. 2026 May abs/2605.06201 CoRR https://doi.org/10.48550/arXiv.2605.06201 db/journals/corr/corr2605.html#abs-2605-06201 streams/journals/corr

Khoi Nguyen Tiet Nguyen Wenyu Zhang 0003 Kangkang Lu 0001 Yuhuan Wu Xingjian Zheng Hui Li Tan Liangli Zhen A Survey and Evaluation of Adversarial Attacks in Object Detection. 15706-15722 2025 September 36 IEEE Trans. Neural Networks Learn. Syst. 9 https://doi.org/10.1109/TNNLS.2025.3561225 db/journals/tnn/tnn36.html#NguyenZLWZTZ25 streams/journals/tnn

Zhengyuan Liu Geyu Lin Hui Li Tan Huayun Zhang Yanfeng Lu Xiaoxue Gao Stella Xin Yin He Sun Hock Huan Goh Lung-Hsiang Wong Nancy F. Chen SingaKids: A Multilingual Multimodal Dialogic Tutor for Language Learning. 1244-1253 2025 ACL (6) https://doi.org/10.18653/v1/2025.acl-industry.86 conf/acl/2025-6 db/conf/acl/acl2025-6.html#LiuLTZLGYSGWC25 Hui Li Tan Ying Gu Liyuan Li Mei Chee Leong Nancy F. Chen Contextualized Visual Storytelling for Conversational Chatbot in Education. 185-189 2025 ICMI Companion https://doi.org/10.1145/3747327.3764895 conf/icmi/2025c db/conf/icmi/icmi2025c.html#TanGLLC25 Ali Köksal Loke Mei Hwan Hui Li Tan Nancy F. Chen Benchmarking Visual Generative Models through Cultural Lens: A Case Study with Singapore-Centric Multi-Cultural Context. 190-198 2025 ICMI Companion https://doi.org/10.1145/3747327.3764896 conf/icmi/2025c db/conf/icmi/icmi2025c.html#AliHTC25

Zhengyuan Liu Geyu Lin Hui Li Tan Huayun Zhang Yanfeng Lu Xiaoxue Gao Stella Xin Yin He Sun Hock Huan Goh Lung-Hsiang Wong Nancy F. Chen SingaKids: A Multilingual Multimodal Dialogic Tutor for Language Learning. 2025 June abs/2506.02412 CoRR https://doi.org/10.48550/arXiv.2506.02412 db/journals/corr/corr2506.html#abs-2506-02412 streams/journals/corr

Khoi Nguyen Tiet Nguyen Wenyu Zhang 0003 Kangkang Lu 0001 Yuhuan Wu Xingjian Zheng Hui Li Tan Liangli Zhen A Survey and Evaluation of Adversarial Attacks for Object Detection. 2024 abs/2408.01934 CoRR https://doi.org/10.48550/arXiv.2408.01934 db/journals/corr/corr2408.html#abs-2408-01934 streams/journals/corr

Yangfan Li 0001 Cen Chen 0002 Weiquan Yan Zhongyao Cheng Hui Li Tan Wenjie Zhang 0004 Cascade Graph Neural Networks for Few-Shot Learning on Point Clouds. 8788-8798 2023 August 24 IEEE Trans. Intell. Transp. Syst. 8 https://doi.org/10.1109/TITS.2023.3237911 db/journals/tits/tits24.html#LiCYCTZ23

Jiafei Duan Samson Yu 0001 Hui Li Tan Hongyuan Zhu 0002 Cheston Tan A Survey of Embodied AI: From Simulators to Research Tasks. 230-244 2022 6 IEEE Trans. Emerg. Top. Comput. Intell. 2 https://doi.org/10.1109/TETCI.2022.3141105 db/journals/tetci/tetci6.html#DuanYTZT22

Peisheng Qian Kai Zheng Cen Chen 0002 Zhongyao Cheng Li Wang 0057 Hui Li Tan Contrastive R-CNN for Incremental Learning in Object Detection. 557-563 2022 SmartWorld/UIC/ScalCom/DigitalTwin/PriComp/Meta https://doi.org/10.1109/SmartWorld-UIC-ATC-ScalCom-DigitalTwin-PriComp-Metaverse56740.2022.00358 conf/uic/2022 db/conf/uic/uic2022.html#QianZCCWT22

Mei Chee Leong Haosong Zhang 0001 Hui Li Tan Liyuan Li Joo Hwee Lim Combined CNN Transformer Encoder for Enhanced Fine-grained Human Action Recognition. 2022 abs/2208.01897 CoRR https://doi.org/10.48550/arXiv.2208.01897 db/journals/corr/corr2208.html#abs-2208-01897

Hui Li Tan Hongyuan Zhu 0002 Joo-Hwee Lim Cheston Tan A comprehensive survey of procedural video datasets. 103107 2021 202 Comput. Vis. Image Underst. https://doi.org/10.1016/j.cviu.2020.103107 db/journals/cviu/cviu202.html#TanZLT21

Qianli Xu Nicolas Gauthier Wenyu Liang Fen Fang Hui Li Tan Ying Sun 0001 Yan Wu 0002 Liyuan Li Joo-Hwee Lim TAILOR: Teaching with Active and Incremental Learning for Object Registration. 16120-16123 2021 AAAI https://doi.org/10.1609/aaai.v35i18.18031 conf/aaai/2021 db/conf/aaai/aaai2021.html#XuGLFTSWLL21 Mei Chee Leong Hui Li Tan Haosong Zhang 0001 Liyuan Li Feng Lin 0002 Joo Hwee Lim Joint Learning on the Hierarchy Representation for Fine-Grained Human Action Recognition. 1059-1063 2021 ICIP https://doi.org/10.1109/ICIP42928.2021.9506157 conf/icip/2021 db/conf/icip/icip2021.html#LeongTZLLL21

Jiafei Duan Samson Yu 0001 Hui Li Tan Hongyuan Zhu 0002 Cheston Tan A Survey of Embodied AI: From Simulators to Research Tasks. 2021 abs/2103.04918 CoRR https://arxiv.org/abs/2103.04918 db/journals/corr/corr2103.html#abs-2103-04918

Mei Chee Leong Hui Li Tan Haosong Zhang 0001 Liyuan Li Feng Lin 0002 Joo Hwee Lim Joint Learning On The Hierarchy Representation for Fine-Grained Human Action Recognition. 2021 abs/2110.05853 CoRR https://arxiv.org/abs/2110.05853 db/journals/corr/corr2110.html#abs-2110-05853

Hui Li Tan Mei Chee Leong Qianli Xu Liyuan Li Fen Fang Yi Cheng Nicolas Gauthier Ying Sun 0001 Joo Hwee Lim Task-Oriented Multi-Modal Question Answering For Collaborative Applications. 1426-1430 2020 ICIP https://doi.org/10.1109/ICIP40778.2020.9190659 conf/icip/2020 db/conf/icip/icip2020.html#TanLXLFCGSL20 Jiafei Duan Samson Yu 0001 Hui Li Tan Cheston Tan Actionet: An Interactive End-To-End Platform For Task-Based Data Collection And Augmentation In 3D Environment. 1566-1570 2020 ICIP https://doi.org/10.1109/ICIP40778.2020.9191324 conf/icip/2020 db/conf/icip/icip2020.html#DuanYTT20

Jiafei Duan Samson Yu 0001 Hui Li Tan Cheston Tan Actionet: An Interactive End-To-End Platform For Task-Based Data Collection And Augmentation In 3D Environment. 2020 abs/2010.01357 CoRR https://arxiv.org/abs/2010.01357 db/journals/corr/corr2010.html#abs-2010-01357

Jean-Baptiste Weibel Hui Li Tan Shijian Lu An integrated approach to visual attention modelling using spatial-temporal saliency and objectness. 440-444 2017 ICIP https://doi.org/10.1109/ICIP.2017.8296319 conf/icip/2017 db/conf/icip/icip2017.html#WeibelTL17 Hui Li Tan Shijian Lu Saliency-based change detection for aerial and remote sensing imageries. 3730-3734 2017 ICIP https://doi.org/10.1109/ICIP.2017.8296979 conf/icip/2017 db/conf/icip/icip2017.html#TanL17

Hui Li Tan Chi Chung Ko Susanto Rahardja Fast Coding Quad-Tree Decisions Using Prediction Residuals Statistics for High Efficiency Video Coding (HEVC). 128-133 2016 62 IEEE Trans. Broadcast. 1 https://doi.org/10.1109/TBC.2015.2505406 db/journals/tbc/tbc62.html#TanKR16

Chuohao Yeo Hui Li Tan Yih Han Tan On Rate Distortion Optimization Using SSIM. 1170-1181 2013 23 IEEE Trans. Circuits Syst. Video Technol. 7 https://doi.org/10.1109/TCSVT.2013.2240918 db/journals/tcsv/tcsv23.html#YeoTT13

Hui Li Tan Zhengguo Li Yih Han Tan Susanto Rahardja Chuohao Yeo A Perceptually Relevant MSE-Based Image Quality Metric. 4447-4459 2013 22 IEEE Trans. Image Process. 11 https://doi.org/10.1109/TIP.2013.2273671 https://www.wikidata.org/entity/Q51161450 db/journals/tip/tip22.html#TanLTRY13

Chuohao Yeo Hui Li Tan Yih Han Tan SSIM-based adaptive quantization in HEVC. 1690-1694 2013 ICASSP https://doi.org/10.1109/ICASSP.2013.6637940 conf/icassp/2013 db/conf/icassp/icassp2013.html#YeoTT13 Hui Li Tan Yih Han Tan Zhengguo Li Susanto Rahardja Chuohao Yeo Perceptually relevant energy function for seam carving. 1904-1908 2013 ICASSP https://doi.org/10.1109/ICASSP.2013.6637984 conf/icassp/2013 db/conf/icassp/icassp2013.html#TanTLRY13 Hui Li Tan Fengjiao Liu Yih Han Tan Chuohao Yeo On fast coding tree block and mode decision for high-Efficiency Video Coding (HEVC). 825-828 2012 ICASSP https://doi.org/10.1109/ICASSP.2012.6288011 conf/icassp/2012 db/conf/icassp/icassp2012.html#TanLTY12 Chuohao Yeo Hui Li Tan Yih Han Tan On rate distortion optimization using SSIM. 833-836 2012 ICASSP https://doi.org/10.1109/ICASSP.2012.6288013 conf/icassp/2012 db/conf/icassp/icassp2012.html#YeoTT12 Yih Han Tan Chuohao Yeo Hui Li Tan Zhengguo Li On residual quad-tree coding in HEVC. 1-4 2011 MMSP https://doi.org/10.1109/MMSP.2011.6093805 conf/mmsp/2011 db/conf/mmsp/mmsp2011.html#TanYTL11 Hui Li Tan Yongwei Zhu Lekha Chaisorn Susanto Rahardja Audio onset detection using energy-based and pitch-based processing. 3689-3692 2010 ISCAS https://doi.org/10.1109/ISCAS.2010.5537762 conf/iscas/2010 db/conf/iscas/iscas2010.html#TanZCR10 Lekha Chaisorn Kong-Wah Wan Yan-Tao Zheng Yongwei Zhu Tian-Shiang Kok Hui Li Tan Zixiang Fu Susanna Bolling TRECVID 2010 Known-item Search (KIS) Task by I2R. 2010 TRECVID http://www-nlpir.nist.gov/projects/tvpubs/tv10.papers/i2r.pdf conf/trecvid/2010 db/conf/trecvid/trecvid2010.html#ChaisornWZZKTFB10 Yongwei Zhu Hui Li Tan Susanto Rahardja Drum loop pattern extraction from polyphonic music audio. 482-485 2009 ICME https://doi.org/10.1109/ICME.2009.5202539 conf/icmcs/2009 db/conf/icmcs/icme2009.html#ZhuTR09 Hui Li Tan Yongwei Zhu Susanto Rahardja Lekha Chaisorn Rhythm analysis for personal and social music applications using drum loop patterns. 1672-1675 2009 ICME https://doi.org/10.1109/ICME.2009.5202842 conf/icmcs/2009 db/conf/icmcs/icme2009.html#TanZRC09 Susanna Bolling Lekha Chaisorn Cen Chen 0002 Nancy Chen Nancy F. Chen Yi Cheng Zhongyao Cheng Jiafei Duan Fen Fang Zixiang Fu Xiaoxue Gao Nicolas Gauthier Hock Huan Goh Ying Gu Loke Mei Hwan Samson Yu Bai JianSamson Yu 0001 Chi Chung Ko Tian-Shiang Kok Ali KoksalAli Köksal Mei Chee Leong Liyuan Li Yangfan Li 0001 Zhengguo Li Wenyu Liang Joo-Hwee LimJoo Hwee Lim Feng Lin 0002 Geyu Lin Fengjiao Liu Zhengyuan Liu Kangkang Lu 0001 Shijian Lu Yanfeng Lu Shangbo Mao Khoi Nguyen Tiet Nguyen Peisheng Qian Susanto Rahardja He Sun Ying Sun 0001 Cheston Tan Yih Han Tan Kong-Wah Wan Li Wang 0057 Jean-Baptiste Weibel Lung-Hsiang Wong Yan Wu 0002 Yuhuan Wu Qianli Xu Weiquan Yan Chuohao Yeo Stella Xin Yin Haosong Zhang 0001 Huayun Zhang Wenjie Zhang 0004 Wenyu Zhang 0003 Liangli Zhen Kai Zheng Xingjian Zheng Yantao ZhengYan-Tao Zheng Hongyuan Zhu 0002 Yongwei Zhu