Dimitrije Jankov

17 papers A* 2Journal 13Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
EinDecomp: Decomposition of Declaratively-Specified Machine Learning and Numerical Computations for Parallel Execution.
Proc. VLDB Endow.
Daniel Bourgeois, Zhimin Ding, Dimitrije Jankov, Jiehui Li, Sleem Mahmoud Abdelghafar, Yuxin Tang, Jiawen Yao, Xinyu Yao, Chris Jermaine
2024 J jnl
EinDecomp: Decomposition of Declaratively-Specified Machine Learning and Numerical Computations for Parallel Execution.
CoRR
Daniel Bourgeois, Zhimin Ding, Dimitrije Jankov, Jiehui Li, Sleem Mahmoud Abdelghafar, Yuxin Tang, Jiawen Yao, Xinyu Yao, Chris Jermaine
2023 A* conf
Auto-Differentiation of Relational Computations for Very Large Scale Machine Learning.
ICML
Yuxin Tang, Zhimin Ding, Dimitrije Jankov, Binhang Yuan, Daniel Bourgeois, Chris Jermaine
2023 J jnl
Auto-Differentiation of Relational Computations for Very Large Scale Machine Learning.
CoRR
Yuxin Tang, Zhimin Ding, Dimitrije Jankov, Binhang Yuan, Daniel Bourgeois, Chris Jermaine
2022 A* conf
SecNDP: Secure Near-Data Processing with Untrusted Memory.
HPCA
Wenjie Xiong, Liu Ke, Dimitrije Jankov, Michael Kounavis, Xiaochen Wang, Eric Northup, Jie Amy Yang, Bilge Acun, Carole-Jean Wu, Ping Tak Peter Tang, G. Edward Suh, Xuan Zhang, Hsien-Hsin S. Lee
2021 — conf
Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra.
SIGMOD Conference
Shangyu Luo, Dimitrije Jankov, Binhang Yuan, Chris Jermaine
2021 J jnl
Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees.
Proc. VLDB Endow.
Dimitrije Jankov, Binhang Yuan, Shangyu Luo, Chris Jermaine
2021 J jnl
Lachesis: Automated Partitioning for UDF-Centric Analytics.
Proc. VLDB Endow.
Jia Zou, Amitabh Das, Pratik Barhate, Arun Iyengar, Binhang Yuan, Dimitrije Jankov, Chris Jermaine
2021 J jnl
SecNDP: Secure Near-Data Processing with Untrusted Memory.
IACR Cryptol. ePrint Arch.
Wenjie Xiong, Liu Ke, Dimitrije Jankov, Michael Kounavis, Xiaochen Wang, Eric Northup, Jie Amy Yang, Bilge Acun, Carole-Jean Wu, Ping Tak Peter Tang, G. Edward Suh, Xuan Zhang, Hsien-Hsin S. Lee
2021 J jnl
Tensor Relational Algebra for Distributed Machine Learning System Design.
Proc. VLDB Endow.
Binhang Yuan, Dimitrije Jankov, Jia Zou, Yuxin Tang, Daniel Bourgeois, Chris Jermaine
2020 J jnl
Declarative Recursive Computation on an RDBMS: or, Why You Should Use a Database For Distributed Machine Learning.
SIGMOD Rec.
Dimitrije Jankov, Shangyu Luo, Binhang Yuan, Zhuhua Cai, Jia Zou, Chris Jermaine, Zekai J. Gao
2020 J jnl
Lachesis: Automated Generation of Persistent Partitionings for Big Data Applications.
CoRR
Jia Zou, Pratik Barhate, Amitabh Das, Arun Iyengar, Binhang Yuan, Dimitrije Jankov, Chris Jermaine
2020 J jnl
Scalable linear algebra on a relational database system.
Commun. ACM
Shangyu Luo, Zekai J. Gao, Michael N. Gubanov, Luis Leopoldo Perez, Dimitrije Jankov, Christopher M. Jermaine
2020 J jnl
Tensor Relational Algebra for Machine Learning System Design.
CoRR
Binhang Yuan, Dimitrije Jankov, Jia Zou, Yuxin Tang, Daniel Bourgeois, Chris Jermaine
2019 J jnl
Declarative Recursive Computation on an RDBMS, or, Why You Should Use a Database For Distributed Machine Learning.
CoRR
Dimitrije Jankov, Shangyu Luo, Binhang Yuan, Zhuhua Cai, Jia Zou, Chris Jermaine, Zekai J. Gao
2019 J jnl
Declarative Recursive Computation on an RDBMS.
Proc. VLDB Endow.
Dimitrije Jankov, Shangyu Luo, Binhang Yuan, Zhuhua Cai, Jia Zou, Chris Jermaine, Zekai J. Gao
2017 — conf
Real-time High Performance Anomaly Detection over Data Streams: Grand Challenge.
DEBS
Dimitrije Jankov, Sourav Sikdar, Rohan Mukherjee, Kia Teymourian, Chris Jermaine