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Mengdi Xu
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Year
Prompting decision transformer for few-shot policy generalization
M Xu, Y Shen, S Zhang, Y Lu, D Zhao, J Tenenbaum, C Gan
international conference on machine learning, 24631-24645, 2022
782022
Delay-aware model-based reinforcement learning for continuous control
B Chen, M Xu, L Li, D Zhao
Neurocomputing 450, 119-128, 2021
572021
Cmts: A conditional multiple trajectory synthesizer for generating safety-critical driving scenarios
W Ding, M Xu, D Zhao
2020 IEEE International Conference on Robotics and Automation (ICRA), 4314-4321, 2020
482020
Trustworthy reinforcement learning against intrinsic vulnerabilities: Robustness, safety, and generalizability
M Xu, Z Liu, P Huang, W Ding, Z Cen, B Li, D Zhao
arXiv preprint arXiv:2209.08025, 2022
352022
Task-agnostic online reinforcement learning with an infinite mixture of gaussian processes
M Xu, W Ding, J Zhu, Z Liu, B Chen, D Zhao
Advances in Neural Information Processing Systems 33, 6429-6440, 2020
352020
Context-Aware Safe Reinforcement Learning for Non-Stationary Environments
B Chen, Z Liu, J Zhu, M Xu, W Ding, D Zhao
2021 IEEE International Conference on Robotics and Automation (ICRA), 2021
342021
Robust Reinforcement Learning as a Stackelberg Game via Adaptively-Regularized Adversarial Training
P Huang, M Xu, F Fang, D Zhao
31st International Joint Conference on Artificial Intelligence (IJCAI 2022), 2022
282022
Delay-aware multi-agent reinforcement learning for cooperative and competitive environments
B Chen, M Xu, Z Liu, L Li, D Zhao
arXiv preprint arXiv:2005.05441, 2020
242020
Curriculum Reinforcement Learning using Optimal Transport via Gradual Domain Adaptation
P Huang, M Xu, J Zhu, L Shi, F Fang, D Zhao
NeurIPS 2022, 2022
202022
Hyper-decision transformer for efficient online policy adaptation
M Xu, Y Lu, Y Shen, S Zhang, D Zhao, C Gan
arXiv preprint arXiv:2304.08487, 2023
152023
Cardiac Disease Diagnosis On Imbalanced Electrocardiography Data Through Optimal Transport Augmentation
J Qiu, J Zhu, M Xu, P Huang, M Rosenberg, D Weber, E Liu, D Zhao
2023 IEEE International Conference on Acoustics, Speech, and Signal Processing​, 2023
15*2023
Creative robot tool use with large language models
M Xu, P Huang, W Yu, S Liu, X Zhang, Y Niu, T Zhang, F Xia, J Tan, ...
arXiv preprint arXiv:2310.13065, 2023
142023
Mhms: Multimodal hierarchical multimedia summarization
J Qiu, J Zhu, M Xu, F Dernoncourt, T Bui, Z Wang, B Li, D Zhao, H Jin
arXiv preprint arXiv:2204.03734, 2022
142022
Scalable Safety-Critical Policy Evaluation with Accelerated Rare Event Sampling
M Xu, P Huang, F Li, J Zhu, X Qi, K Oguchi, Z Huang, H Lam, D Zhao
The 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2021
11*2021
Group distributionally robust reinforcement learning with hierarchical latent variables
M Xu, P Huang, Y Niu, V Kumar, J Qiu, C Fang, KH Lee, X Qi, H Lam, B Li, ...
International Conference on Artificial Intelligence and Statistics, 2677-2703, 2023
102023
An empirical exploration of cross-domain alignment between language and electroencephalogram
W Han, J Qiu, J Zhu, M Xu, D Weber, B Li, D Zhao
arXiv preprint arXiv:2208.06348, 2022
102022
Transfer knowledge from natural language to electrocardiography: Can we detect cardiovascular disease through language models?
J Qiu, W Han, J Zhu, M Xu, M Rosenberg, E Liu, D Weber, D Zhao
arXiv preprint arXiv:2301.09017, 2023
92023
Multi-mosquito object detection and 2D pose estimation for automation of PfSPZ malaria vaccine production
H Wu, J Mu, T Da, M Xu, RH Taylor, I Iordachita, GS Chirikjian
2019 IEEE 15th International Conference on Automation Science and …, 2019
92019
What went wrong? closing the sim-to-real gap via differentiable causal discovery
P Huang, X Zhang, Z Cao, S Liu, M Xu, W Ding, J Francis, B Chen, ...
Conference on Robot Learning, 734-760, 2023
82023
Semantics-Consistent Cross-domain Summarization via Optimal Transport Alignment
J Qiu, J Zhu, M Xu, F Dernoncourt, T Bui, Z Wang, B Li, D Zhao, H Jin
60th Annual Meeting of the Association for Computational Linguistics, 2023, 2023
72023
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