Improved Regularization and Robustness for Fine-tuning in Neural Networks D Li, H Zhang Advances in Neural Information Processing Systems 34, 2021 | 47 | 2021 |
PIMGCN: A ReRAM-Based PIM Design for Graph Convolutional Network Acceleration T Yang, D Li, Y Han, Y Zhao, F Liu, X Liang, Z He, L Jiang 2021 58th ACM/IEEE Design Automation Conference (DAC), 583-588, 2021 | 26 | 2021 |
Generalization in Graph Neural Networks: Improved PAC-Bayesian Bounds on Graph Diffusion H Ju, D Li, A Sharma, HR Zhang Artificial Intelligence and Statistics; arXiv preprint arXiv:2302.04451, 2023 | 23 | 2023 |
Robust fine-tuning of deep neural networks with hessian-based generalization guarantees H Ju, D Li, HR Zhang International Conference on Machine Learning, 10431-10461, 2022 | 23 | 2022 |
AdaptiveGCN: Efficient GCN Through Adaptively Sparsifying Graphs D Li, T Yang, L Du, Z He, L Jiang Proceedings of the 30th ACM International Conference on Information …, 2021 | 11 | 2021 |
DTQAtten: Leveraging Dynamic Token-based Quantization for Efficient Attention Architecture T Yang, D Li, Z Song, Y Zhao, F Liu, Z Wang, Z He, L Jiang 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 700-705, 2022 | 10 | 2022 |
Identification of Negative Transfers in Multitask Learning Using Surrogate Models D Li, HL Nguyen, HR Zhang Transactions on Machine Learning Research; arXiv preprint arXiv:2303.14582, 2023 | 6* | 2023 |
ReRAM-Sharing: Fine-Grained Weight Sharing for ReRAM-Based Deep Neural Network Accelerator Z Song, D Li, Z He, X Liang, L Jiang 2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021 | 5 | 2021 |
Boosting Multitask Learning on Graphs through Higher-Order Task Affinities D Li, H Ju, A Sharma, HR Zhang SIGKDD Conference on Knowledge Discovery and Data Mining; arXiv preprint …, 2023 | 4 | 2023 |
Graph Neural Networks for Road Safety Modeling: Datasets and Evaluations for Accident Analysis A Nippani, D Li, H Ju, HN Koutsopoulos, HR Zhang NeurIPS Datasets and Benchmarks Track; arXiv preprint arXiv:2311.00164, 2023 | 3 | 2023 |
Optimal Intervention on Weighted Networks via Edge Centrality D Li, T Eliassi-Rad, HR Zhang SIAM International Conference on Data Mining; arXiv preprint arXiv:2303.09086, 2023 | 3 | 2023 |