Summary of Neural Networks with Causal Graph Constraints: a New Approach For Treatment Effects Estimation, by Roger Pros et al.
Neural Networks with Causal Graph Constraints: A New Approach for Treatment Effects Estimationby Roger Pros,…
Summary of Improved Generalization Bounds For Communication Efficient Federated Learning, by Peyman Gholami et al.
Improved Generalization Bounds for Communication Efficient Federated Learningby Peyman Gholami, Hulya SeferogluFirst submitted to arxiv…
Summary of Hypergraph Self-supervised Learning with Sampling-efficient Signals, by Fan Li et al.
Hypergraph Self-supervised Learning with Sampling-efficient Signalsby Fan Li, Xiaoyang Wang, Dawei Cheng, Wenjie Zhang, Ying…
Summary of Core: Data Augmentation For Link Prediction Via Information Bottleneck, by Kaiwen Dong et al.
CORE: Data Augmentation for Link Prediction via Information Bottleneckby Kaiwen Dong, Zhichun Guo, Nitesh V.…
Summary of Higraphdti: Hierarchical Graph Representation Learning For Drug-target Interaction Prediction, by Bin Liu et al.
HiGraphDTI: Hierarchical Graph Representation Learning for Drug-Target Interaction Predictionby Bin Liu, Siqi Wu, Jin Wang,…
Summary of Aghint: Attribute-guided Representation Learning on Heterogeneous Information Networks with Transformer, by Jinhui Yuan et al.
AGHINT: Attribute-Guided Representation Learning on Heterogeneous Information Networks with Transformerby Jinhui Yuan, Shan Lu, Peibo…
Summary of Tripod: Three Complementary Inductive Biases For Disentangled Representation Learning, by Kyle Hsu and Jubayer Ibn Hamid and Kaylee Burns and Chelsea Finn and Jiajun Wu
Tripod: Three Complementary Inductive Biases for Disentangled Representation Learningby Kyle Hsu, Jubayer Ibn Hamid, Kaylee…
Summary of Randalign: a Parameter-free Method For Regularizing Graph Convolutional Networks, by Haimin Zhang and Min Xu
RandAlign: A Parameter-Free Method for Regularizing Graph Convolutional Networksby Haimin Zhang, Min XuFirst submitted to…
Summary of Neighbour-level Message Interaction Encoding For Improved Representation Learning on Graphs, by Haimin Zhang and Min Xu
Neighbour-level Message Interaction Encoding for Improved Representation Learning on Graphsby Haimin Zhang, Min XuFirst submitted…
Summary of Neuro-inspired Information-theoretic Hierarchical Perception For Multimodal Learning, by Xiongye Xiao et al.
Neuro-Inspired Information-Theoretic Hierarchical Perception for Multimodal Learningby Xiongye Xiao, Gengshuo Liu, Gaurav Gupta, Defu Cao,…