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MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning


Sep 16, 2022
Jiangmeng Li, Wenwen Qiang, Yanan Zhang, Wenyi Mo, Changwen Zheng, Bing Su, Hui Xiong

* Accepted by NeurIPS 2022 

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Modeling Multiple Views via Implicitly Preserving Global Consistency and Local Complementarity


Sep 16, 2022
Jiangmeng Li, Wenwen Qiang, Changwen Zheng, Bing Su, Farid Razzak, Ji-Rong Wen, Hui Xiong

* Accepted by IEEE Transactions on Knowledge and Data Engineering (TKDE) 2022; Refer to https://ieeexplore.ieee.org/document/9857632 

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A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Language


Sep 12, 2022
Bing Su, Dazhao Du, Zhao Yang, Yujie Zhou, Jiangmeng Li, Anyi Rao, Hao Sun, Zhiwu Lu, Ji-Rong Wen


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Supporting Medical Relation Extraction via Causality-Pruned Semantic Dependency Forest


Aug 29, 2022
Yifan Jin, Jiangmeng Li, Zheng Lian, Chengbo Jiao, Xiaohui Hu

* Accepted to the conference of COLING2022 as an Oral presentation 

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Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal Perspective


Aug 26, 2022
Jiangmeng Li, Yanan Zhang, Wenwen Qiang, Lingyu Si, Chengbo Jiao, Xiaohui Hu, Changwen Zheng, Fuchun Sun


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Robust Causal Graph Representation Learning against Confounding Effects


Aug 18, 2022
Hang Gao, Jiangmeng Li, Wenwen Qiang, Lingyu Si, Bing Xu, Changwen Zheng, Fuchun Sun


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Interventional Contrastive Learning with Meta Semantic Regularizer


Jun 29, 2022
Wenwen Qiang, Jiangmeng Li, Changwen Zheng, Bing Su, Hui Xiong

* Accepted by ICML 2022 

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Supporting Vision-Language Model Inference with Causality-pruning Knowledge Prompt


May 23, 2022
Jiangmeng Li, Wenyi Mo, Wenwen Qiang, Bing Su, Changwen Zheng


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MetAug: Contrastive Learning via Meta Feature Augmentation


Mar 10, 2022
Jiangmeng Li, Wenwen Qiang, Changwen Zheng, Bing Su, Hui Xiong


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Robust Local Preserving and Global Aligning Network for Adversarial Domain Adaptation


Mar 08, 2022
Wenwen Qiang, Jiangmeng Li, Changwen Zheng, Bing Su, Hui Xiong

* Accepted by IEEE Transactions on Knowledge and Data Engineering (TKDE) 2022; Refer to https://ieeexplore.ieee.org/document/9540279 

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