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ORCIDSupun Nakandala
Person information
- affiliation: University of California, San Diego, Computer Science and Engineering Department, CA, USA
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2020 – today
- 2023
[c15]Michael Armbrust, Ali Ghodsi, Reynold Xin, Vuk Ercegovac, Sourav Chatterji, Eun-Gyu Kim, Paul Lappas, Yannis Papakonstantinou, Yingyi Bu, Yuhong Chen, Yijia Cui, Rahul Govind, Aakash Japi, Kiavash Kianfar, Xi Liang, Jon Mio, Mukul Murthy, Supun Nakandala, Andreas Neumann, Nitin Sharma, Yannis Sismanis, Justin Tang, Joseph Torres, Min Yang, Li Zhang, Bilal Aslam:
Making Data Engineering Declarative. CIDR 2023- 2022
- [b1]Supun Nakandala:
Query Optimizations for Deep Learning Systems. University of California, San Diego, USA, 2022 - [j9]Dong He, Supun Chathuranga Nakandala, Dalitso Banda, Rathijit Sen, Karla Saur, Kwanghyun Park
, Carlo Curino, Jesús Camacho-Rodríguez, Konstantinos Karanasos, Matteo Interlandi:
Query Processing on Tensor Computation Runtimes. Proc. VLDB Endow. 15(11): 2811-2825 (2022) - [c14]Supun Nakandala, Arun Kumar:
Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets. SIGMOD Conference 2022: 506-520 - [i5]Dong He, Supun Nakandala, Dalitso Banda, Rathijit Sen, Karla Saur, Kwanghyun Park, Carlo Curino, Jesús Camacho-Rodríguez, Konstantinos Karanasos, Matteo Interlandi:
Query Processing on Tensor Computation Runtimes. CoRR abs/2203.01877 (2022) - 2021
- [j8]Supun Nakandala, Yuhao Zhang, Arun Kumar:
Errata for "Cerebro: A Data System for Optimized Deep Learning Model Selection". Proc. VLDB Endow. 14(6): 863 (2021) - [j7]Dimitrios Koutsoukos, Supun Nakandala, Konstantinos Karanasos, Karla Saur, Gustavo Alonso, Matteo Interlandi:
Tensors: An abstraction for general data processing. Proc. VLDB Endow. 14(10): 1797-1804 (2021) - [j6]Liangde Li, Supun Chathuranga Nakandala, Arun Kumar:
Intermittent Human-in-the-Loop Model Selection using Cerebro: A Demonstration. Proc. VLDB Endow. 14(12): 2687-2690 (2021) - [c13]Arun Kumar, Supun Nakandala, Yuhao Zhang, Side Li, Advitya Gemawat, Kabir Nagrecha:
Cerebro: A Layered Data Platform for Scalable Deep Learning. CIDR 2021 - 2020
- [j5]Marcus A. Christie, Anuj Bhandar, Supun Nakandala, Suresh Marru, Eroma Abeysinghe, Sudhakar Pamidighantam, Marlon E. Pierce:
Managing authentication and authorization in distributed science gateway middleware. Future Gener. Comput. Syst. 111: 780-785 (2020) - [j4]Supun Nakandala, Yuhao Zhang, Arun Kumar:
Cerebro: A Data System for Optimized Deep Learning Model Selection. Proc. VLDB Endow. 13(11): 2159-2173 (2020) - [j3]Supun Nakandala, Arun Kumar, Yannis Papakonstantinou:
Query Optimization for Faster Deep CNN Explanations. SIGMOD Rec. 49(1): 61-68 (2020) - [j2]Supun Nakandala, Kabir Nagrecha, Arun Kumar, Yannis Papakonstantinou:
Incremental and Approximate Computations for Accelerating Deep CNN Inference. ACM Trans. Database Syst. 45(4): 16:1-16:42 (2020) - [c12]Konstantinos Karanasos, Matteo Interlandi, Fotis Psallidas, Rathijit Sen, Kwanghyun Park, Ivan Popivanov, Doris Xin, Supun Nakandala, Subru Krishnan, Markus Weimer, Yuan Yu, Raghu Ramakrishnan, Carlo Curino:
Extending Relational Query Processing with ML Inference. CIDR 2020 - [c11]Supun Nakandala, Karla Saur, Gyeong-In Yu, Konstantinos Karanasos, Carlo Curino, Markus Weimer, Matteo Interlandi:
A Tensor Compiler for Unified Machine Learning Prediction Serving. OSDI 2020: 899-917 - [c10]Supun Nakandala, Arun Kumar:
Vista: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale. SIGMOD Conference 2020: 1685-1700 - [i4]Supun Nakandala, Karla Saur, Gyeong-In Yu, Konstantinos Karanasos, Carlo Curino, Markus Weimer, Matteo Interlandi:
A Tensor Compiler for Unified Machine Learning Prediction Serving. CoRR abs/2010.04804 (2020)
2010 – 2019
- 2019
- [j1]Allen Ordookhanians, Xin Li, Supun Nakandala, Arun Kumar:
Demonstration of Krypton: Optimized CNN Inference for Occlusion-based Deep CNN Explanations. Proc. VLDB Endow. 12(12): 1894-1897 (2019) - [c9]Jiue-An Yang, Jiayi Wang, Supun Nakandala, Arun Kumar, Marta M. Jankowska:
Predicting Eating Events in Free Living Individuals. eScience 2019: 627-629 - [c8]Jiue-An Yang, Jiayi Wang, Supun Nakandala, Arun Kumar, Marta M. Jankowska:
Predicting Eating Events in Free Living Individuals. eScience 2019: 648-649 - [c7]Supun Nakandala, Yuhao Zhang, Arun Kumar:
Cerebro: Efficient and Reproducible Model Selection on Deep Learning Systems. DEEM@SIGMOD 2019: 6:1-6:4 - [c6]Supun Nakandala, Arun Kumar, Yannis Papakonstantinou:
Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations. SIGMOD Conference 2019: 1589-1606 - [i3]Jiayi Wang, Jiue-An Yang, Supun Nakandala, Arun Kumar, Marta M. Jankowska:
Predicting Eating Events in Free Living Individuals - A Technical Report. CoRR abs/1908.05304 (2019) - [i2]Konstantinos Karanasos, Matteo Interlandi, Doris Xin, Fotis Psallidas, Rathijit Sen, Kwanghyun Park, Ivan Popivanov, Supun Nakandala, Subru Krishnan, Markus Weimer, Yuan Yu, Raghu Ramakrishnan, Carlo Curino:
Extending Relational Query Processing with ML Inference. CoRR abs/1911.00231 (2019) - 2017
- [c5]Supun Chathuranga Nakandala:
Gendered Conversation in a Social Game-Streaming Platform. ICWSM 2017: 162-171 - [c4]Supun Nakandala, Suresh Marru, Marlon E. Pierce, Sudhakar Pamidighantam, Kenneth Yoshimoto, Terri Schwartz, Subhashini Sivagnanam, Amitava Majumdar, Mark A. Miller:
Apache Airavata Sharing Service: A Tool for Enabling User Collaboration in Science Gateways. PEARC 2017: 20:1-20:8 - 2016
- [c3]Supun Nakandala, Hasini Gunasinghe, Suresh Marru, Marlon E. Pierce:
Apache Airavata security manager: Authentication and authorization implementations for a multi-tenant escience framework. eScience 2016: 287-292 - [c2]Sudhakar Pamidighantam, Supun Nakandala, Eroma Abeysinghe, Chathuri Wimalasena, Shameera Rathnayaka, Suresh Marru, Marlon E. Pierce:
Community Science Exemplars in SEAGrid Science Gateway: Apache Airavata Based Implementation of Advanced Infrastructure. ICCS 2016: 1927-1939 - [c1]Supun Nakandala, Sudhakar Pamidighantam, Shameera Yodage, Nipurn Doshi, Eroma Abeysinghe, Chathuri Peli Kankanamalage, Suresh Marru, Marlon E. Pierce:
Anatomy of the SEAGrid Science Gateway. XSEDE 2016: 40:1-40:8 - [i1]Supun Nakandala, Giovanni Luca Ciampaglia, Norman Makoto Su, Yong-Yeol Ahn:
Gendered Conversation in a Social Game-Streaming Platform. CoRR abs/1611.06459 (2016)
Coauthor Index
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