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Dexiong Chen
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Structure-aware transformer for graph representation learning
D Chen, L O’Bray, K Borgwardt
International Conference on Machine Learning, 3469-3489, 2022
3012022
Graphit: Encoding graph structure in transformers
G Mialon, D Chen, M Selosse, J Mairal
arXiv preprint arXiv:2106.05667, 2021
1712021
A kernel perspective for regularizing deep neural networks
A Bietti, G Mialon, D Chen, J Mairal
International Conference on Machine Learning, 664-674, 2019
842019
Convolutional kernel networks for graph-structured data
D Chen, L Jacob, J Mairal
International Conference on Machine Learning, 1576-1586, 2020
682020
A trainable optimal transport embedding for feature aggregation and its relationship to attention
G Mialon, D Chen, A d'Aspremont, J Mairal
arXiv preprint arXiv:2006.12065, 2020
652020
Metamixup: Learning adaptive interpolation policy of mixup with metalearning
Z Mai, G Hu, D Chen, F Shen, HT Shen
IEEE transactions on neural networks and learning systems 33 (7), 3050-3064, 2021
452021
Biological sequence modeling with convolutional kernel networks
D Chen, L Jacob, J Mairal
Bioinformatics 35 (18), 3294-3302, 2019
37*2019
Recurrent kernel networks
D Chen, L Jacob, J Mairal
Advances in Neural Information Processing Systems 32, 2019
242019
ProteinShake: building datasets and benchmarks for deep learning on protein structures
T Kucera, C Oliver, D Chen, K Borgwardt
Advances in Neural Information Processing Systems 36, 2024
92024
Endowing protein language models with structural knowledge
D Chen, P Hartout, P Pellizzoni, C Oliver, K Borgwardt
arXiv preprint arXiv:2401.14819, 2024
82024
Predicting in vitro single-neuron firing rates upon pharmacological perturbation using Graph Neural Networks
T Kim, D Chen, P Hornauer, V Emmenegger, J Bartram, S Ronchi, ...
Frontiers in Neuroinformatics 16, 1032538, 2023
52023
Approximate network motif mining via graph learning
C Oliver, D Chen, V Mallet, P Philippopoulos, K Borgwardt
arXiv preprint arXiv:2206.01008, 2022
52022
Unsupervised manifold alignment with joint multidimensional scaling
D Chen, B Fan, C Oliver, K Borgwardt
arXiv preprint arXiv:2207.02968, 2022
42022
HTR-VT: Handwritten text recognition with vision transformer
Y Li, D Chen, T Tang, X Shen
Pattern Recognition 158, 110967, 2025
32025
GraphiT: Encoding Graph Structure in Transformers. CoRR abs/2106.05667 (2021)
G Mialon, D Chen, M Selosse, J Mairal
arXiv preprint arXiv:2106.05667, 2021
32021
Fisher information embedding for node and graph learning
D Chen, P Pellizzoni, K Borgwardt
International Conference on Machine Learning, 4839-4855, 2023
22023
Learning Long Range Dependencies on Graphs via Random Walks
D Chen, TH Schulz, K Borgwardt
arXiv preprint arXiv:2406.03386, 2024
12024
SURE: SUrvey REcipes for building reliable and robust deep networks
Y Li, Y Chen, X Yu, D Chen, X Shen
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
12024
Structured Data Modeling with Deep Kernel Machines and Applications in Computational Biology
D Chen
Université Grenoble Alpes [2020-....], 2020
12020
Learning Discrete Representation with Optimal Transport Quantized Autoencoders
X Bie, D Chen, X Cun, S Xi
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Artículos 1–20