Leaderboards/Parallel Computing and Optimization Techniques

Parallel Computing and Optimization Techniques

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Elaine C. Meng
University of California, San Francisco
2
Jason Ansel
Alpha Omega Alpha Medical Honor Society
3
Jack Choquette
Nvidia (United States)
4
Qingxia Zhang
Dalian Minzu University
5
Yi-Wen Zhang
Huaqiao University
6
Nils Quetschlich
Technical University of Munich
7
Eunjin Jeong
Seoul National University
8
Linyan Mei
KU Leuven
9
Atefeh Sohrabizadeh
University of California, Los Angeles
10
Shanshan Xie
Intel (United States)

Rising Stars Papers

1
PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Transformation and Graph Compilation
Unknown Journal|2024
579 cit.
2
Partitioned Scheduling With Shared Resources on Imprecise Mixed-Criticality Multiprocessor Systems
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems|2024
22 cit.
3
MQT Predictor: Automatic Device Selection with Device-Specific Circuit Compilation for Quantum Computing
ACM Transactions on Quantum Computing|2024
21 cit.
4
Energy-aware fault-tolerant scheduling for imprecise mixed-criticality systems with semi-clairvoyance
Journal of Systems Architecture|2024
13 cit.
5
Energy-Efficient Partitioned-RM Scheduling for Shared Resources Imprecise Mixed-Criticality Tasks
ACM Transactions on Embedded Computing Systems|2025
11 cit.
6
Semi-clairvoyant scheduling in non-preemptive fixed-priority mixed-criticality systems
Journal of Systems Architecture|2025
10 cit.
7
Utilizing Resource Estimation for the Development of Quantum Computing Applications
Unknown Journal|2024
10 cit.
8
Slack Time Management for Imprecise Mixed-Criticality Systems With Reliability Constraints
IEEE Transactions on Computers|2025
10 cit.
9
Energy-aware reliability guarantee scheduling with semi-clairvoyant in mixed-criticality systems
Journal of Systems Architecture|2024
6 cit.
10
EDF-based Energy-Efficient Probabilistic Imprecise Mixed-Criticality Scheduling
Journal of Systems Architecture|2025
5 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Soumith Chintala
Meta (Israel)
2
Doe Hyun Yoon
Google (United States)
3
H Zhang
Unknown
4
Reetuparna Das
University of Michigan
5
Ryan R. Curtin
Booz Allen Hamilton (United States)
6
JF Bastien
Apple (United States)
7
Mike Hamburg
Rambus (United Kingdom)
8
Oleksandr Zinenko
Google (United States)
9
Xu Liu
Lanzhou Jiaotong University
10
Andrés Taylor
Unknown

Emerging Leaders Papers

1
PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Transformation and Graph Compilation
Unknown Journal|2024
579 cit.
2
mlpack 4: a fast, header-only C++ machine learninglibrary
The Journal of Open Source Software|2023
29 cit.
3
High-Performance GPU-to-CPU Transpilation and Optimization via High-Level Parallel Constructs
Unknown Journal|2023
25 cit.
4
ValueExpert: exploring value patterns in GPU-accelerated applications
Unknown Journal|2022
17 cit.
5
GenDP: A Framework of Dynamic Programming Acceleration for Genome Sequencing Analysis
Unknown Journal|2023
17 cit.
6
OJXPerf
Proceedings of the 44th International Conference on Software Engineering|2022
11 cit.
7
Ultra-rapid somatic variant detection via real-time targeted amplicon sequencing
Communications Biology|2022
9 cit.
8
Multi-Layer In-Memory Processing
Unknown Journal|2022
9 cit.
9
Eidetic: An In-Memory Matrix Multiplication Accelerator for Neural Networks
IEEE Transactions on Computers|2022
9 cit.
10
Armadillo: an Efficient Framework for Numerical Linear Algebra
Unknown Journal|2025
9 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
J. G. E. M. Fraaije
Leiden University
2
Sanjay Ghemawat
Google (United States)
3
David A. Wood
Brigham Young University
4
Yale N. Patt
The University of Texas at Austin
5
Margaret Martonosi
Princeton University
6
Onur Mutlu
ETH Zurich
7
Jack Dongarra
University of Tennessee at Knoxville
8
Kevin Skadron
University of Virginia
9
Gaël Varoquaux
Centre Inria de Saclay
10
Doug Burger
Microsoft (United States)

Current Senior Leaders Papers

1
MapReduce
Communications of the ACM|2008
18.5k cit.
2
LINCS: A linear constraint solver for molecular simulations
Journal of Computational Chemistry|1997
17.1k cit.
3
The NumPy Array: A Structure for Efficient Numerical Computation
Computing in Science & Engineering|2011
11.1k cit.
4
The Google file system
ACM SIGOPS Operating Systems Review|2003
5k cit.
5
The gem5 simulator
ACM SIGARCH Computer Architecture News|2011
4.9k cit.
6
The SimpleScalar tool set, version 2.0
ACM SIGARCH Computer Architecture News|1997
3.1k cit.
7
Rodinia: A benchmark suite for heterogeneous computing
Unknown Journal|2009
3k cit.
8
Machine learning for neuroimaging with scikit-learn
Frontiers in Neuroinformatics|2014
2.6k cit.
9
Wattch
Unknown Journal|2000
2.6k cit.
10
LINCS: A linear constraint solver for molecular simulations
Journal of Computational Chemistry|1997
2k cit.

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