Abbas Mazloumi
Ph. D. CandidateDepartment of Computer Science
and Engineering
University of California, Riverside
463 Winston Chung Hall
Riverside, CA 92521
E-mail: amazl001{at}ucr{dot}edu
Bio
I am a Ph. D. candidate in Computer Science and a member of the RIPLE research group
at the University of California, Riverside (), being advised by
Prof. Rajiv Gupta where I am working on
GRASP project in the Computer Architecture and Programming Systems
(CAPS) Lab. Prior to joining UCR, I received my master's degree
in Computer Architecture from University of Tehran (
), under supervision of
Prof. Mehdi Modarressi in 2014, and my bachelor degree in Computer Engineering
from University of Mazandaran (
) in 2009.
News
| 19 Jan. 2022 | SimGQ+ extended paper on simultaneously evaluating iterative graph queries on shared-memory systems accepted in Journal of Parallel and Distributed Computing, JPDC'22 | |
| 22 Oct. 2021 | I've joined Graph AI team at Katana Graph, Inc ( |
|
| 24 May 2021 | I'll be teaching "CS 153: Design of Operating Systems" in Summer'21 | |
| 16 Mar. 2021 | Successfully defended my PhD Dissertation Proposal | |
| 22 Feb. 2021 | I'll be teaching "CS/EE 147: GPU Computing and Programming" in Spring'21 | |
| 10 Nov. 2020 | SimGQ paper received a HiPC 2020 Best Paper Award | |
| 20 Oct. 2020 | BEAD paper that extends MultiLyra in situation of growing both graph and the set of interesting queries accepted in BigData'20 | |
| 15 Sep. 2020 | SimGQ paper on simultaneously evaluating iterative graph queries on shared-memory systems accepted in HiPC'20 | |
| 20 Mar. 2020 | Awarded a master's degree in Computer Science from CSE at UCR. | |
| 22-26 Feb. 2020 | Served as a Student Volunteer at PPoPP'20. | |
| 12 Dec. 2019 | Served as a Student Volunteer at BigData'19. | |
| 10 Dec. 2019 | Gave a talk in BigData'19, Los Angeles. | |
| 22 Nov. 2019 | Awarded a student travel grant to attend BigData'19. | |
| 17 Oct. 2019 | MultiLyra paper on evaluating batches of distributed graph queries accepted in BigData'19! | |
| 24 Jul. 2018 | Successfully passed my Oral Qualification Exam and become a PhD Candidate! | |
| 24 Mar. 2018 | FDD paper on fast data delivery for many-core processors accepted in TC'18 journal! |
Research Interests
My research at UCR has been focusing on developing scalable high-performance solutions for graph processing by employing resources available on a heterogeneous computing cluster. More specifically, we developed the distributed MultiLyra [BigData’19] system whose scalability enables simultaneous evaluation of batches of hundreds of iterative graph queries. then, BEAD [BigData’20] extends MultiLyra to consider scenarios in which a batch of queries needs to be continuously reevaluated due to changes to the graph (for growing graphs). In the shared-memory setting, we have developed SimGQ [HiPC’20] online system that optimizes the evaluation of a batch of queries by sharing results of common sub-computations among them which won the best paper award in HiPC’20 and extended in SimGQ+ [JPDC'22].
I am also interested in Computer Architecture in general. During my master study I worked on High Performance Chip Multiprocessors by focusing on their Interconnection Networks; my thesis was titled "Using hybrid packet-circuit switching to improve memory access in NoC-based CMPs".
- Graph Analytics and AI
- Machine Learning
- Computer Architecture
- Parallel, Distributed, and High Performance Computing
Service
| PC | Data Analytics'22, DAC'20, IETE'20, JOC'20 | |
| Sub-reviewer | CGO'21, PACT'20, CGO'20, ISPASS'19, IA3 at SC'19, ASPLOS'18, PACT'17, IPDPS'14, HPIN'14 |
Publications
Please visit my profile in Google Scholar for reference.
| JPDC'22 |
SimGQ+: Simultaneously Evaluating Iterative Point-to-All and Point-to-Point Graph Queries Chengshuo Xu, Abbas Mazloumi, Xiaolin Jiang, and Rajiv Gupta. Journal of Parallel and Distributed Computing, Feb. 2022. |
|
| BigData'20 |
BEAD: Batched Evaluation of Iterative Graph Queries with Evolving Analytics Demands Abbas Mazloumi, Chengshuo Xu, Zhijia Zhao, and Rajiv Gupta. IEEE International Conference on Big Data, Dec. 2020. |
|
| HiPC'20 |
SimGQ: Simultaneously Evaluating Iterative Graph Queries Chengshuo Xu, Abbas Mazloumi, Xiaolin Jiang, and Rajiv Gupta. IEEE International Conference on High-Performance Computing, Data & Analytics, Dec. 2020. |
|
| BigData'19 |
MultiLyra: Scalable Distributed Evaluation of Batches of Iterative Graph Queries Abbas Mazloumi, Xiaolin Jiang, and Rajiv Gupta. IEEE International Conference on Big Data, Dec. 2019. [ Sildes ] |
|
| BigData'19 (Poster) |
Enabling Faster Convergence in Distributed Irregular Graph Processing Abbas Mazloumi and Rajiv Gupta. IEEE International Conference on Big Data, Dec. 2019. [ Sildes ] [ Poster ] |
|
| BigData'19 (Poster) |
Border Gateway Protocol Anomaly Detection Using Neural Network Mohsen Karimi, Ali Jahanshahi, Abbas Mazloumi, and Hadi Zamani Sabzi. IEEE International Conference on Big Data, Dec. 2019. |
|
| TC'18 |
Fast Data Delivery for Many-Core Processors Mohammad Bakhshalipour, Pejman Lotfi-Kamran, Abbas Mazloumi, Farid Samandi, Mahmood Naderan-Tahan, Mehdi Modarressi, and Hamid Sarbazi-Azad. IEEE Transactions on Computers, Volume: 67, Issue: 10, Pages: 1416-1429, Oct. 2018. |
|
| ARCS'17 |
Parallel Forwarding for Efficient Bandwidth Utilization in Networks-on-Chip Elham Momenzadeh, Abbas Mazloumi, Mehdi Modarressi, and Masoud Daneshtalab. 30th International Conference on Architecture of Computing Systems, Apr. 2017. |
|
| CAL'16 |
Dynamic resource sharing for high-performance 3-d networks-on-chip S. Hossein Seyyedaghaei R., Abbas Mazloumi, Mehdi Modarressi, and Pejman Lotfi-Kamran. IEEE Computer Architecture Letters, Volume: 15, Issue: 1, Pages: 5-8, Jun. 2016. |
|
| ICEE'16 |
High performance hybrid-switched network-on-chip using shortcut paths Sina Sayardoost Tabrizi, Iman Soltani Mohammadi, Abbas Mazloumi, and Mehdi Modarressi. 24th Iranian Conference on Electrical Engineering, May 2016. |
|
| SC'15 |
Integrated circuit-packet switching NoC with efficient circuit setup mechanism Farhad Pakdaman, Abbas Mazloumi, and Mehdi Modarressi. The Journal of Supercomputing, Volume: 71, Issue: 8, Pages: 2787-2807, Aug. 2015. |
|
| DATE'15 |
A hybrid packet/circuit-switched router to accelerate memory access in NoC-based chip multiprocessors Abbas Mazloumi, and Mehdi Modarressi. 18th Design, Automation & Test in Europe Conference & Exhibition, Mar. 2015. |
Teaching
| Summer 2021 | CS 153: Design of Operating Systems | ||
| Spring 2021 | CS/EE 147: GPU Computing and Programming |
Teaching Assistant
| Fall 2020 | CS152: Compiler Design | ||
| Summer 2020 | CS152: Compiler Design | ||
| Spring 2020 | CS152: Compiler Design | ||
| Fall 2019 | CS180: Introduction to Software Engineering | ||
| Spring 2019 | CS152: Compiler Design | ||
| Winter 2019 | CS152: Compiler Design | ||
| Fall 2018 | CS008: Introduction to Computing | ||
| Fall 2013 | ECE489: Interconnection Networks | ||
| Spring 2013 | ECE492: Chip Multiprocessors | ||
| Fall 2012 | ECE427: Advanced Computer Architecture | ||
| Fall 2012 | ECE489: Interconnection Networks |