7 citations · 20 across the 9 of their papers we have counts for
9 papers
BCN: Batch Channel Normalization for Image Classification
Afifa Khaled, Chao Li, Jia Ning +1
Normalization techniques have been widely used in the field of deep learning due to their capability of enabling higher learning rates and are less careful in initialization. Howev…
Long-range Meta-path Search on Large-scale Heterogeneous Graphs
Chao Li, Zijie Guo, Qiuting He +2
Utilizing long-range dependency, a concept extensively studied in homogeneous graphs, remains underexplored in heterogeneous graphs, especially on large ones, posing two significan…
Meta-multigraph Search: Rethinking Meta-structure on Heterogeneous Information Networks
Chao Li, Hao Xu, Kun He
Meta-structures are widely used to define which subset of neighbors to aggregate information in heterogeneous information networks (HINs). In this work, we investigate existing met…
GMConv: Modulating Effective Receptive Fields for Convolutional Kernels
Qi Chen, Chao Li, Jia Ning +2
In convolutional neural networks, the convolutions are conventionally performed using a square kernel with a fixed N N receptive field (RF). However, what matters most to…
Differentiable Meta Multigraph Search with Partial Message Propagation on Heterogeneous Information Networks
Chao Li, Hao Xu, Kun He
Heterogeneous information networks (HINs) are widely employed for describing real-world data with intricate entities and relationships. To automatically utilize their semantic info…
Adaptive Channel Allocation for Robust Differentiable Architecture Search
Chao Li, Jia Ning, Han Hu +1
Differentiable ARchiTecture Search (DARTS) has attracted much attention due to its simplicity and significant improvement in efficiency. However, the excessive accumulation of the…
Integrating Large Circular Kernels into CNNs through Neural Architecture Search
Kun He, Chao Li, Yixiao Yang +2
The square kernel is a standard unit for contemporary CNNs, as it fits well on the tensor computation for convolution operation. However, the retinal ganglion cells in the biologic…
Single Image Reflection Removal through Cascaded Refinement
Chao Li, Yixiao Yang, Kun He +2
We address the problem of removing undesirable reflections from a single image captured through a glass surface, which is an ill-posed, challenging but practically important proble…
Hierarchical hidden community detection for protein complex prediction
Chao Li, Kun He, Guangshuai Liu +1
Motivation: Discovering functional modules in protein-protein interaction (PPI) networks by optimization methods remains a longstanding challenge in biology. Traditional algorithms…