Semi-Supervised Graph Structure Learning on Neuromorphic Computers

Author:

Cong Guojing1,Lim Seung-Hwan1,Kulkarni Shruti1,Date Prasanna1,Potok Thomas1,Snyder Shay2,Parsa Maryam3,Schuman Catherine4

Affiliation:

1. Oak Ridge National Laboratory, USA

2. East Tennessee State University, USA

3. George Mason University, USA

4. University of Tennessee, USA

Funder

US department of energy

Publisher

ACM

Reference21 articles.

1. Rami Abu-El-Haija , Bryan Perozzi , Rami Al-Rfou , and Alex Alemi . 2018 . Watch Your Step: Learning Node Embeddings via Graph Attention . In Proceedings of the 32nd International Conference on Neural Information Processing Systems ( Montréal, Canada) (NIPS’18). Curran Associates Inc., Red Hook, NY, USA, 9198–9208. Rami Abu-El-Haija, Bryan Perozzi, Rami Al-Rfou, and Alex Alemi. 2018. Watch Your Step: Learning Node Embeddings via Graph Attention. In Proceedings of the 32nd International Conference on Neural Information Processing Systems(Montréal, Canada) (NIPS’18). Curran Associates Inc., Red Hook, NY, USA, 9198–9208.

2. Provable Neuromorphic Advantages for Computing Shortest Paths

3. Graph Convolutional Networks with Kalman Filtering for Traffic Prediction

4. Versatile feature learning with graph convolutions and graph structures

5. Robin de Schepper Jochen Martin Eppler Anno Kurth Pooja Nagendra Babu Rajalekshmi Deepu Sebastian Spreizer Guido Trensch Jari Pronold Stine Brekke Vennemo Steffen Graber Aitor Morales-Gregorio Charl Linssen Mohamed Ayssar Benelhedi Håkon Mørk Abigail Morrison Dennis Terhorst Jessica Mitchell Sandra Diaz Itaru Kitayama Mahdi Enan Nilton Liuji Kamiji and Hans Ekkehard Plesser. 2022. NEST 3.2. https://doi.org/10.5281/zenodo.5886894 10.5281/zenodo.5886894

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1. Transductive Spiking Graph Neural Networks for Loihi;Proceedings of the Great Lakes Symposium on VLSI 2024;2024-06-12

2. Hyperparameter Optimization and Feature Inclusion in Graph Neural Networks for Spiking Implementation;2023 International Conference on Machine Learning and Applications (ICMLA);2023-12-15

3. An FPGA-Based Neuromorphic Processor with All-to-All Connectivity;2023 IEEE International Conference on Rebooting Computing (ICRC);2023-12-05

4. Arithmetic Primitives for Efficient Neuromorphic Computing;2023 IEEE International Conference on Rebooting Computing (ICRC);2023-12-05

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