Dynamic captioning: video accessibility enhancement for hearing impairment. - Richang Hong; Meng Wang 001; Mengdi Xu; Shuicheng Yan; Tat-Seng Chua (ACM Multimedia, 2010)

Movie2Comics: a feast of multimedia artwork. - Richang Hong; Xiaotong Yuan; Mengdi Xu; Meng Wang 001; Shuicheng Yan; Tat-Seng Chua (ACM Multimedia, 2010)

Cast2Face: character identification in movie with actor-character correspondence. - Mengdi Xu; Xiaotong Yuan; Jialie Shen 001; Shuicheng Yan (ACM Multimedia, 2010)

Video accessibility enhancement for hearing-impaired users. - Richang Hong; Meng Wang 001; Xiao-Tong Yuan; Mengdi Xu; Jianguo Jiang; Shuicheng Yan; Tat-Seng Chua (ACM Trans. Multim. Comput. Commun. Appl., 2011)

Omni-range spatial contexts for visual classification. - Bingbing Ni; Mengdi Xu; Jinhui Tang 001; Shuicheng Yan; Pierre Moulin (CVPR, 2012)

Touch saliency. - Mengdi Xu; Bingbing Ni; Jian Dong; ZhongYang Huang; Meng Wang 001; Shuicheng Yan (ACM Multimedia, 2012)

Static saliency vs. dynamic saliency: a comparative study. - Tam V. Nguyen 002; Mengdi Xu; Guangyu Gao; Mohan S. Kankanhalli; Qi Tian 001; Shuicheng Yan (ACM Multimedia, 2013)

Learning to Photograph: A Compositional Perspective. - Bingbing Ni; Mengdi Xu; Bin Cheng 001; Meng Wang 001; Shuicheng Yan; Qi Tian 001 (IEEE Trans. Multim., 2013)

Automatic atherosclerotic heart disease detection in intracoronary optical coherence tomography images. - Mengdi Xu; Jun Cheng 003; Damon Wing Kee Wong; Akira Taruya; Atsushi Tanaka; Jiang Liu 001 (EMBC, 2014)

Touch Saliency: Characteristics and Prediction. - Bingbing Ni; Mengdi Xu; Tam V. Nguyen 002; Meng Wang 001; Congyan Lang; ZhongYang Huang; Shuicheng Yan (IEEE Trans. Multim., 2014)

Graph based lumen segmentation in optical coherence tomography images. - Mengdi Xu; Jun Cheng 003; Damon Wing Kee Wong; Jiang Liu 001; Akira Taruya; Atsushi Tanaka (ICICS, 2015)

Data-Driven Affective Filtering for Images and Videos. - Teng Li 001; Bingbing Ni; Mengdi Xu; Meng Wang 001; Qingwei Gao; Shuicheng Yan (IEEE Trans. Cybern., 2015)

Cast2Face: Assigning Character Names Onto Faces in Movie With Actor-Character Correspondence. - Guangyu Gao; Mengdi Xu; Jialie Shen 001; Huadong Ma; Shuicheng Yan (IEEE Trans. Circuits Syst. Video Technol., 2016)

Extract-and-match geometric corner and step pattern approach for registration of fluoroscopic X-ray sequences. - Jimmy Addison Lee; Mengdi Xu; Jun Cheng 003; Huazhu Fu; Damon Wing Kee Wong; Nicolas Foin (EMBC, 2017)

Fibroatheroma identification in Intravascular Optical Coherence Tomography images using deep features. - Mengdi Xu; Jun Cheng 003; Annan Li; Jimmy Addison Lee; Damon Wing Kee Wong; Akira Taruya; Atsushi Tanaka; Nicolas Foin; Philip Wong (EMBC, 2017)

Multichannel Selection for Cognitive Radio Networks With RF Energy Harvesting. - Mengdi Xu; Ming Jin 001; Qinghua Guo 001; Youming Li (IEEE Wirel. Commun. Lett., 2018)

Multi-Mosquito Object Detection and 2D Pose Estimation for Automation of PfSPZ Malaria Vaccine Production. - Hongtao Wu; Jiteng Mu; Ting Da; Mengdi Xu; Russell H. Taylor; Iulian Iordachita; Gregory S. Chirikjian (CASE, 2019)

Mosquito Staging Apparatus for Producing PfSPZ Malaria Vaccines. - Mengdi Xu; Shengnan Lyu; Yingtian Xu; Can Kocabalkanli; Brian K. Chirikjian; John S. Chirikjian; Joshua D. Davis; Jin Seob Kim; Iulian Iordachita; Russell H. Taylor; Gregory S. Chirikjian (CASE, 2019)

Direct Detection and Measurement of Nuchal Translucency with Neural Networks from Ultrasound Images. - Tianchi Liu 001; Mengdi Xu; Ziyu Zhang; Changping Dai; Haiyu Wang; Rui Zhang; Lei Shi; Shuang Wu (SUSI/PIPPI@MICCAI, 2019)

DEA Evaluation Method Based on Interval Intuitionistic Bayesian Network and Its Application in Enterprise Logistics. - Mengdi Xu; Shousheng Liu; Zeshui Xu; Wei Zhou 002 (IEEE Access, 2019)

CMTS: A Conditional Multiple Trajectory Synthesizer for Generating Safety-Critical Driving Scenarios. - Wenhao Ding; Mengdi Xu; Ding Zhao (ICRA, 2020)

Task-Agnostic Online Reinforcement Learning with an Infinite Mixture of Gaussian Processes. - Mengdi Xu; Wenhao Ding; Jiacheng Zhu; Zuxin Liu; Baiming Chen; Ding Zhao (NeurIPS, 2020)

Delay-Aware Multi-Agent Reinforcement Learning. - Baiming Chen; Mengdi Xu; Zuxin Liu; Liang Li 004; Ding Zhao (CoRR, 2020)

Calibration Venus: An Interactive Camera Calibration Method Based on Search Algorithm and Pose Decomposition. - Wentai Lei; Mengdi Xu; Feifei Hou; Wensi Jiang (CoRR, 2020)

Context-Aware Safe Reinforcement Learning for Non-Stationary Environments. - Baiming Chen; Zuxin Liu; Jiacheng Zhu; Mengdi Xu; Wenhao Ding; Liang Li 004; Ding Zhao (ICRA, 2021)

DeepGAN: Generating Molecule for Drug Discovery Based on Generative Adversarial Network. - Mengdi Xu; Jiandong Cheng; Yirong Liu; Wei Huang (ISCC, 2021)

Context-Aware Safe Reinforcement Learning for Non-Stationary Environments. - Baiming Chen; Zuxin Liu; Jiacheng Zhu; Mengdi Xu; Wenhao Ding; Ding Zhao (CoRR, 2021)

Functional Optimal Transport: Mapping Estimation and Domain Adaptation for Functional data. - Jiacheng Zhu; Aritra Guha; Mengdi Xu; Yingchen Ma; Rayleigh Lei; Vincenzo Loffredo; XuanLong Nguyen; Ding Zhao (CoRR, 2021)

Accelerated Policy Evaluation: Learning Adversarial Environments with Adaptive Importance Sampling. - Mengdi Xu; Peide Huang; Fengpei Li; Jiacheng Zhu; Xuewei Qi; Kentaro Oguchi 001; Zhiyuan Huang; Henry Lam; Ding Zhao (CoRR, 2021)

Delay-aware model-based reinforcement learning for continuous control. - Baiming Chen; Mengdi Xu; Liang Li 004; Ding Zhao (Neurocomputing, 2021)

Deep-based Self-refined Face-top Coordination. - Honglin Li; Xiaoyang Mao; Mengdi Xu; Xiaogang Jin 001 (ACM Trans. Multim. Comput. Commun. Appl., 2021)

AttBind: Prediction of Transcription Factor Binding Sites Across Cell-types Based on Attention Mechanism. - Jiandong Cheng; Mengdi Xu; Yirong Liu; Wei Huang (ICCCS, 2022)

Prompting Decision Transformer for Few-Shot Policy Generalization. - Mengdi Xu; Yikang Shen; Shun Zhang; Yuchen Lu; Ding Zhao; Joshua B. Tenenbaum; Chuang Gan 001 (ICML, 2022)

Robust Reinforcement Learning as a Stackelberg Game via Adaptively-Regularized Adversarial Training. - Peide Huang; Mengdi Xu; Fei Fang 001; Ding Zhao (IJCAI, 2022)

Scalable Safety-Critical Policy Evaluation with Accelerated Rare Event Sampling. - Mengdi Xu; Peide Huang; Fengpei Li; Jiacheng Zhu; Xuewei Qi; Kentaro Oguchi 001; Zhiyuan Huang; Henry Lam; Ding Zhao (IROS, 2022)

GymSlug: Deep Reinforcement Learning Toward Bio-inspired Control Based on Aplysia californica Feeding. - Wenhuan Sun; Mengdi Xu; Jeffrey P. Gill; Peter J. Thomas 001; Hillel J. Chiel; Victoria A. Webster-Wood (Living Machines, 2022)

Curriculum Reinforcement Learning using Optimal Transport via Gradual Domain Adaptation. - Peide Huang; Mengdi Xu; Jiacheng Zhu; Laixi Shi; Fei Fang 001; Ding Zhao (NeurIPS, 2022)

MHMS: Multimodal Hierarchical Multimedia Summarization. - Jielin Qiu; Jiacheng Zhu; Mengdi Xu; Franck Dernoncourt; Trung Bui; Zhaowen Wang; Bo Li 026; Ding Zhao; Hailin Jin (CoRR, 2022)

An Empirical Exploration of Cross-domain Alignment between Language and Electroencephalogram. - William Han; Jielin Qiu; Jiacheng Zhu; Mengdi Xu; Douglas Weber; Bo Li 026; Ding Zhao (CoRR, 2022)

Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability. - Mengdi Xu; Zuxin Liu; Peide Huang; Wenhao Ding; Zhepeng Cen; Bo Li 026; Ding Zhao (CoRR, 2022)

Semantics-Consistent Cross-domain Summarization via Optimal Transport Alignment. - Jielin Qiu; Jiacheng Zhu; Mengdi Xu; Franck Dernoncourt; Trung Bui; Zhaowen Wang; Bo Li 026; Ding Zhao; Hailin Jin (CoRR, 2022)

Continual Reinforcement Learning with Group Symmetries. - Shiqi Liu 005; Mengdi Xu; Peide Huang; Yongkang Liu 005; Kentaro Oguchi 001; Ding Zhao (CoRR, 2022)

SCCS: Semantics-Consistent Cross-domain Summarization via Optimal Transport Alignment. - Jielin Qiu; Jiacheng Zhu; Mengdi Xu; Franck Dernoncourt; Trung Bui; Zhaowen Wang; Bo Li 026; Ding Zhao; Hailin Jin (ACL (Findings), 2023)

Group Distributionally Robust Reinforcement Learning with Hierarchical Latent Variables. - Mengdi Xu; Peide Huang; Yaru Niu; Visak Kumar; Jielin Qiu; Chao Fang; Kuan-Hui Lee; Xuewei Qi; Henry Lam; Bo Li 026; Ding Zhao (AISTATS, 2023)

What Went Wrong? Closing the Sim-to-Real Gap via Differentiable Causal Discovery. - Peide Huang; Xilun Zhang; Ziang Cao; Shiqi Liu 005; Mengdi Xu; Wenhao Ding; Jonathan Francis; Bingqing Chen; Ding Zhao (CoRL, 2023)

Continual Vision-based Reinforcement Learning with Group Symmetries. - Shiqi Liu 005; Mengdi Xu; Peide Huang; Xilun Zhang; Yongkang Liu 005; Kentaro Oguchi 001; Ding Zhao (CoRL, 2023)

Transfer Knowledge from Natural Language to Electrocardiography: Can We Detect Cardiovascular Disease Through Language Models? - Jielin Qiu; William Han; Jiacheng Zhu; Mengdi Xu; Michael A. Rosenberg; Emerson Liu; Douglas Weber; Ding Zhao (EACL (Findings), 2023)

Can Brain Signals Reveal Inner Alignment with Human Languages? - Jielin Qiu; William Han; Jiacheng Zhu; Mengdi Xu; Douglas Weber; Bo Li 026; Ding Zhao (EMNLP (Findings), 2023)

Cardiac Disease Diagnosis on Imbalanced Electrocardiography Data Through Optimal Transport Augmentation. - Jielin Qiu; Jiacheng Zhu; Mengdi Xu; Peide Huang; Michael A. Rosenberg; Douglas Weber; Emerson Liu; Ding Zhao (ICASSP, 2023)

Hyper-Decision Transformer for Efficient Online Policy Adaptation. - Mengdi Xu; Yuchen Lu; Yikang Shen; Shun Zhang; Ding Zhao; Chuang Gan 001 (ICLR, 2023)

Adaptive Online Replanning with Diffusion Models. - Siyuan Zhou; Yilun Du; Shun Zhang; Mengdi Xu; Yikang Shen; Wei Xiao 003; Dit-Yan Yeung; Chuang Gan 001 (NeurIPS, 2023)

A trajectory is worth three sentences: multimodal transformer for offline reinforcement learning. - Yiqi Wang; Mengdi Xu; Laixi Shi; Yuejie Chi (UAI, 2023)

Guardians as You Fall: Active Mode Transition for Safe Falling. - Yikai Wang; Mengdi Xu; Guanya Shi; Ding Zhao (CoRR, 2023)

Creative Robot Tool Use with Large Language Models. - Mengdi Xu; Peide Huang; Wenhao Yu 003; Shiqi Liu 005; Xilun Zhang; Yaru Niu; Tingnan Zhang; Fei Xia 002; Jie Tan 001; Ding Zhao (CoRR, 2023)

Automatic fibroatheroma identification in intravascular optical coherence tomography volumes. - Qifeng Yan; Mengdi Xu; Damon Wing Kee Wong; Akira Taruya; Atsushi Tanaka; Jiang Liu 001; Philip Wong; Jun Cheng 003 (J. Ambient Intell. Humaniz. Comput., 2023)

Embodied Executable Policy Learning with Language-based Scene Summarization. - Jielin Qiu; Mengdi Xu; William Han; Seungwhan Moon; Ding Zhao (NAACL-HLT, 2024)

Economic policies assessment and judgement during the pandemic with semantic and social network joint analysis. - Miao Yu; Xing Wan; Tianyou Zhu; Yuyue Wang 007; Mengdi Xu; Zhenzhen Wu; Xinyu Li (Connect. Sci., 2024)

Dynamic Meta-Decoupler-inspired Single-Universal Domain Generalization for Intelligent Fault Diagnosis. - Mengdi Xu; Yingjie Zhang; Biliang Lu; Zhaolin Liu; Qingshuai Sun (Expert Syst. Appl., 2025)

A novel domain-private-suppress meta-recognition network based universal domain generalization for machinery fault diagnosis. - Mengdi Xu; Yingjie Zhang; Biliang Lu; Zhaolin Liu; Qingshuai Sun (Knowl. Based Syst., 2025)

Dynamics as Prompts: In-Context Learning for Sim-to-Real System Identifications. - Xilun Zhang; Shiqi Liu 005; Peide Huang; William Jongwon Han; Yiqi Lyu; Mengdi Xu; Ding Zhao (IEEE Robotics Autom. Lett., 2025)

MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning. - Yiqing Liang; Jielin Qiu; Wenhao Ding; Zuxin Liu; James Tompkin 001; Mengdi Xu; Mengzhou Xia; Zhengzhong Tu; Laixi Shi; Jiacheng Zhu (CoRR, 2025)