Supun Nakandala

27 papers A* 1A 3Misc 1Journal 12Unranked 9

Year	Rank	Type	Title / Venue / Authors
2023	A	`conf`	Making Data Engineering Declarative. CIDR 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
2022	—	`conf`	Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets. SIGMOD Conference Supun Nakandala, Arun Kumar
2022	—	`—`	Query Optimizations for Deep Learning Systems. Supun Nakandala
2022	J	`jnl`	Query Processing on Tensor Computation Runtimes. CoRR Dong He, Supun Nakandala, Dalitso Banda, Rathijit Sen, Karla Saur, Kwanghyun Park, Carlo Curino, Jesús Camacho-Rodríguez, Konstantinos Karanasos, Matteo Interlandi
2021	A	`conf`	Cerebro: A Layered Data Platform for Scalable Deep Learning. CIDR Arun Kumar, Supun Nakandala, Yuhao Zhang, Side Li, Advitya Gemawat, Kabir Nagrecha
2021	J	`jnl`	Errata for "Cerebro: A Data System for Optimized Deep Learning Model Selection". Proc. VLDB Endow. Supun Nakandala, Yuhao Zhang, Arun Kumar
2021	J	`jnl`	Tensors: An abstraction for general data processing. Proc. VLDB Endow. Dimitrios Koutsoukos, Supun Nakandala, Konstantinos Karanasos, Karla Saur, Gustavo Alonso, Matteo Interlandi
2020	A*	`conf`	A Tensor Compiler for Unified Machine Learning Prediction Serving. OSDI Supun Nakandala, Karla Saur, Gyeong-In Yu, Konstantinos Karanasos, Carlo Curino, Markus Weimer, Matteo Interlandi
2020	J	`jnl`	A Tensor Compiler for Unified Machine Learning Prediction Serving. CoRR Supun Nakandala, Karla Saur, Gyeong-In Yu, Konstantinos Karanasos, Carlo Curino, Markus Weimer, Matteo Interlandi
2020	J	`jnl`	Cerebro: A Data System for Optimized Deep Learning Model Selection. Proc. VLDB Endow. Supun Nakandala, Yuhao Zhang, Arun Kumar
2020	A	`conf`	Extending Relational Query Processing with ML Inference. CIDR 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
2020	J	`jnl`	Incremental and Approximate Computations for Accelerating Deep CNN Inference. ACM Trans. Database Syst. Supun Nakandala, Kabir Nagrecha, Arun Kumar, Yannis Papakonstantinou
2020	J	`jnl`	Managing authentication and authorization in distributed science gateway middleware. Future Gener. Comput. Syst. Marcus A. Christie, Anuj Bhandar, Supun Nakandala, Suresh Marru, Eroma Abeysinghe, Sudhakar Pamidighantam, Marlon E. Pierce
2020	J	`jnl`	Query Optimization for Faster Deep CNN Explanations. SIGMOD Rec. Supun Nakandala, Arun Kumar, Yannis Papakonstantinou
2020	—	`conf`	Vista: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale. SIGMOD Conference Supun Nakandala, Arun Kumar
2019	—	`conf`	Cerebro: Efficient and Reproducible Model Selection on Deep Learning Systems. DEEM@SIGMOD Supun Nakandala, Yuhao Zhang, Arun Kumar
2019	J	`jnl`	Demonstration of Krypton: Optimized CNN Inference for Occlusion-based Deep CNN Explanations. Proc. VLDB Endow. Allen Ordookhanians, Xin Li, Supun Nakandala, Arun Kumar
2019	J	`jnl`	Extending Relational Query Processing with ML Inference. CoRR 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
2019	—	`conf`	Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations. SIGMOD Conference Supun Nakandala, Arun Kumar, Yannis Papakonstantinou
2019	J	`jnl`	Predicting Eating Events in Free Living Individuals - A Technical Report. CoRR Jiayi Wang, Jiue-An Yang, Supun Nakandala, Arun Kumar, Marta M. Jankowska
2019	—	`conf`	Predicting Eating Events in Free Living Individuals. eScience Jiue-An Yang, Jiayi Wang, Supun Nakandala, Arun Kumar, Marta M. Jankowska
2019	—	`conf`	Predicting Eating Events in Free Living Individuals. eScience Jiue-An Yang, Jiayi Wang, Supun Nakandala, Arun Kumar, Marta M. Jankowska
2017	—	`conf`	Apache Airavata Sharing Service: A Tool for Enabling User Collaboration in Science Gateways. PEARC Supun Nakandala, Suresh Marru, Marlon E. Pierce, Sudhakar Pamidighantam, Kenneth Yoshimoto, Terri Schwartz, Subhashini Sivagnanam, Amitava Majumdar, Mark A. Miller
2016	—	`conf`	Anatomy of the SEAGrid Science Gateway. XSEDE Supun Nakandala, Sudhakar Pamidighantam, Shameera Yodage, Nipurn Doshi, Eroma Abeysinghe, Chathuri Peli Kankanamalage, Suresh Marru, Marlon E. Pierce
2016	—	`conf`	Apache Airavata security manager: Authentication and authorization implementations for a multi-tenant escience framework. eScience Supun Nakandala, Hasini Gunasinghe, Suresh Marru, Marlon E. Pierce
2016	Misc	`conf`	Community Science Exemplars in SEAGrid Science Gateway: Apache Airavata Based Implementation of Advanced Infrastructure. ICCS Sudhakar Pamidighantam, Supun Nakandala, Eroma Abeysinghe, Chathuri Wimalasena, Shameera Rathnayaka, Suresh Marru, Marlon E. Pierce
2016	J	`jnl`	Gendered Conversation in a Social Game-Streaming Platform. CoRR Supun Nakandala, Giovanni Luca Ciampaglia, Norman Makoto Su, Yong-Yeol Ahn