Hector: An Efficient Programming and Compilation Framework for Implementing Relational Graph Neural Networks in GPU Architectures.

Israt Nisa Kun Wu 0002 Mert Hidayetoglu Xiang Song 0003 Sitao Huang Da Zheng 0004 Israt Nisa Wen-Mei Hwu Hector: An Efficient Programming and Compilation Framework for Implementing Relational Graph Neural Networks in GPU Architectures. 528-544 2024 ASPLOS (3) https://doi.org/10.1145/3620666.3651322 https://www.wikidata.org/entity/Q130828053 conf/asplos/2024-3 db/conf/asplos/asplos2024-3.html#WuH0HZNH24 Da Zheng 0004 Xiang Song 0003 Qi Zhu 0008 Jian Zhang 0113 Theodore Vasiloudis Runjie Ma Houyu Zhang Zichen Wang 0002 Soji Adeshina Israt Nisa Alejandro Mottini Qingjun Cui Huzefa Rangwala Belinda Zeng Christos Faloutsos George Karypis GraphStorm: All-in-one Graph Machine Learning Framework for Industry Applications. 6356-6367 2024 KDD https://doi.org/10.1145/3637528.3671603 https://www.wikidata.org/entity/Q130933254 conf/kdd/2024 db/conf/kdd/kdd2024.html#Zheng00ZVMZWANM24

Da Zheng 0004 Xiang Song 0003 Qi Zhu 0008 Jiani Zhang 0003 Theodore Vasiloudis Runjie Ma Houyu Zhang Zichen Wang 0002 Soji Adeshina Israt Nisa Alejandro Mottini Qingjun Cui Huzefa Rangwala Belinda Zeng Christos Faloutsos George Karypis GraphStorm: all-in-one graph machine learning framework for industry applications. 2024 abs/2406.06022 CoRR https://doi.org/10.48550/arXiv.2406.06022 db/journals/corr/corr2406.html#abs-2406-06022

Israt Nisa Minjie Wang Da Zheng 0004 Qiang Fu Ümit V. Çatalyürek George Karypis Optimizing Irregular Dense Operators of Heterogeneous GNN Models on GPU. 199-206 2023 IPDPS Workshops https://doi.org/10.1109/IPDPSW59300.2023.00042 conf/ipps/2023w db/conf/ipps/ipdps2023w.html#NisaWZFCK23 Jian Zhang 0113 Da Zheng 0004 Xiang Song 0003 Theodore Vasiloudis Israt Nisa Jim Lu GraphStorm an Easy-to-use and Scalable Graph Neural Network Framework: From Beginners to Heroes. 5790-5791 2023 KDD https://doi.org/10.1145/3580305.3599179 https://www.wikidata.org/entity/Q130971458 conf/kdd/2023 db/conf/kdd/kdd2023.html#ZhangZSVNL23

Kun Wu 0002 Mert Hidayetoglu Xiang Song 0003 Sitao Huang Da Zheng 0004 Israt Nisa Wen-Mei W. Hwu PIGEON: Optimizing CUDA Code Generator for End-to-End Training and Inference of Relational Graph Neural Networks. 2023 abs/2301.06284 CoRR https://doi.org/10.48550/arXiv.2301.06284 db/journals/corr/corr2301.html#abs-2301-06284

Hongkuan Zhou Da Zheng 0004 Israt Nisa Vassilis N. Ioannidis Xiang Song 0003 George Karypis TGL: A General Framework for Temporal GNN Training onBillion-Scale Graphs. 1572-1580 2022 15 Proc. VLDB Endow. 8 https://www.vldb.org/pvldb/vol15/p1572-zhou.pdf https://doi.org/10.14778/3529337.3529342 db/journals/pvldb/pvldb15.html#ZhouZNISK22

Srdan Milakovic Oguz Selvitopi Israt Nisa Zoran Budimlic Aydin Buluç Parallel Algorithms for Masked Sparse Matrix-Matrix Products. 10:1-10:11 2022 ICPP https://doi.org/10.1145/3545008.3545048 conf/icpp/2022 db/conf/icpp/icpp2022.html#MilakovicSNBB22 Chunxing Yin Da Zheng 0004 Israt Nisa Christos Faloutsos George Karypis Richard W. Vuduc Nimble GNN Embedding with Tensor-Train Decomposition. 2327-2335 2022 KDD https://doi.org/10.1145/3534678.3539423 https://www.wikidata.org/entity/Q130895748 conf/kdd/2022 db/conf/kdd/kdd2022.html#YinZNFKV22 Srdan Milakovic Oguz Selvitopi Israt Nisa Zoran Budimlic Aydin Buluç Parallel algorithms for masked sparse matrix-matrix products. 453-454 2022 PPoPP https://doi.org/10.1145/3503221.3508430 conf/ppopp/2022 db/conf/ppopp/ppopp2022.html#MilakovicSNBB22

Hongkuan Zhou Da Zheng 0004 Israt Nisa Vasileios Ioannidis Xiang Song 0003 George Karypis TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs. 2022 abs/2203.14883 CoRR https://doi.org/10.48550/arXiv.2203.14883 db/journals/corr/corr2203.html#abs-2203-14883

Chunxing Yin Da Zheng 0004 Israt Nisa Christos Faloutsos George Karypis Richard W. Vuduc Nimble GNN Embedding with Tensor-Train Decomposition. 2022 abs/2206.10581 CoRR https://doi.org/10.48550/arXiv.2206.10581 db/journals/corr/corr2206.html#abs-2206-10581

Oguz Selvitopi Benjamin Brock Israt Nisa Alok Tripathy Katherine A. Yelick Aydin Buluç Distributed-memory parallel algorithms for sparse times tall-skinny-dense matrix multiplication. 431-442 2021 ICS https://doi.org/10.1145/3447818.3461472 conf/ics/2021 db/conf/ics/ics2021.html#SelvitopiBNTYB21 Israt Nisa Prashant Pandey 0001 Marquita Ellis Leonid Oliker Aydin Buluç Katherine A. Yelick Distributed-Memory k-mer Counting on GPUs. 527-536 2021 IPDPS https://doi.org/10.1109/IPDPS49936.2021.00061 conf/ipps/2021 db/conf/ipps/ipdps2021.html#NisaPEOBY21

Srdan Milakovic Oguz Selvitopi Israt Nisa Zoran Budimlic Aydin Buluç Parallel Algorithms for Masked Sparse Matrix-Matrix Products. 2021 abs/2111.09947 CoRR https://arxiv.org/abs/2111.09947 db/journals/corr/corr2111.html#abs-2111-09947

Israt Nisa Jiajia Li 0001 Aravind Sukumaran-Rajam Richard W. Vuduc P. Sadayappan Load-Balanced Sparse MTTKRP on GPUs. 123-133 2019 IPDPS https://doi.org/10.1109/IPDPS.2019.00023 conf/ipps/2019 db/conf/ipps/ipdps2019.html#Nisa0SVS19 Changwan Hong Aravind Sukumaran-Rajam Israt Nisa Kunal Singh P. Sadayappan Adaptive sparse tiling for sparse matrix multiplication. 300-314 2019 PPoPP https://doi.org/10.1145/3293883.3295712 conf/ppopp/2019 db/conf/ppopp/ppopp2019.html#HongSNSS19 Israt Nisa Jiajia Li 0001 Aravind Sukumaran-Rajam Prashant Singh Rawat Sriram Krishnamoorthy P. Sadayappan An efficient mixed-mode representation of sparse tensors. 49:1-49:25 2019 SC https://doi.org/10.1145/3295500.3356216 conf/sc/2019 db/conf/sc/sc2019.html#Nisa0SRKS19

Israt Nisa Jiajia Li 0001 Aravind Sukumaran-Rajam Richard W. Vuduc P. Sadayappan Load-Balanced Sparse MTTKRP on GPUs. 2019 abs/1904.03329 CoRR http://arxiv.org/abs/1904.03329 db/journals/corr/corr1904.html#abs-1904-03329

Israt Nisa Aravind Sukumaran-Rajam Süreyya Emre Kurt Changwan Hong P. Sadayappan Sampled Dense Matrix Multiplication for High-Performance Machine Learning. 32-41 2018 HiPC https://doi.org/10.1109/HiPC.2018.00013 conf/hipc/2018 db/conf/hipc/hipc2018.html#NisaSKHS18 Changwan Hong Aravind Sukumaran-Rajam Bortik Bandyopadhyay Jinsung Kim Süreyya Emre Kurt Israt Nisa Shivani Sabhlok Ümit V. Çatalyürek Srinivasan Parthasarathy 0001 P. Sadayappan Efficient sparse-matrix multi-vector product on GPUs. 66-79 2018 HPDC https://doi.org/10.1145/3208040.3208062 conf/hpdc/2018 db/conf/hpdc/hpdc2018.html#HongSBKKNSC0S18 Gordon Euhyun Moon Israt Nisa Aravind Sukumaran-Rajam Bortik Bandyopadhyay Srinivasan Parthasarathy 0001 P. Sadayappan Parallel Latent Dirichlet Allocation on GPUs. 259-272 2018 ICCS (2) https://doi.org/10.1007/978-3-319-93701-4_20 conf/iccS/2018-2 db/conf/iccS/iccS2018-2.html#MoonNSB0S18 Israt Nisa Charles Siegel Aravind Sukumaran-Rajam Abhinav Vishnu P. Sadayappan Effective Machine Learning Based Format Selection and Performance Modeling for SpMV on GPUs. 1056-1065 2018 IPDPS Workshops https://doi.org/10.1109/IPDPSW.2018.00164 https://doi.ieeecomputersociety.org/10.1109/IPDPSW.2018.00164 conf/ipps/2018w db/conf/ipps/ipdps2018w.html#NisaSSVS18 Rakshith Kunchum Ankur Chaudhry Aravind Sukumaran-Rajam Qingpeng Niu Israt Nisa P. Sadayappan On improving performance of sparse matrix-matrix multiplication on GPUs. 14:1-14:11 2017 ICS https://doi.org/10.1145/3079079.3079106 conf/ics/2017 db/conf/ics/ics2017.html#KunchumCSNNS17 Israt Nisa Aravind Sukumaran-Rajam Rakshith Kunchum P. Sadayappan Parallel CCD++ on GPU for Matrix Factorization. 73-83 2017 GPGPU@PPoPP https://doi.org/10.1145/3038228.3038240 conf/ppopp/2017gpgpu db/conf/ppopp/gpgpu2017.html#NisaSKS17 Soji Adeshina Bortik Bandyopadhyay Benjamin Brock Zoran Budimlic Aydin Buluç Ümit V. Çatalyürek Ankur Chaudhry Qingjun Cui Marquita Ellis Christos Faloutsos Qiang Fu Mert Hidayetoglu Changwan Hong Sitao Huang Wen-Mei W. HwuWen-Mei Hwu Vasileios Ioannidis Vassilis N. Ioannidis George Karypis Jinsung Kim Sriram Krishnamoorthy Rakshith Kunchum Süreyya Emre Kurt Jiajia Li 0001 Jim Lu Runjie Ma Srdan Milakovic Gordon Euhyun Moon Alejandro Mottini Qingpeng Niu Leonid Oliker Prashant Pandey 0001 Srinivasan Parthasarathy 0001 Huzefa Rangwala Prashant Singh Rawat Shivani Sabhlok P. Sadayappan Oguz Selvitopi Charles Siegel Kunal Singh Xiang Song 0003 Aravind Sukumaran-Rajam Alok Tripathy Theodore Vasiloudis Abhinav Vishnu Richard W. Vuduc Minjie Wang Zichen Wang 0002 Kun Wu 0002 Katherine A. Yelick Chunxing Yin Belinda Zeng Houyu Zhang Jian Zhang 0113 Jiani Zhang 0003 Da Zheng 0004 Hongkuan Zhou Qi Zhu 0008