Leaderboards/Algorithms and Data Compression

Algorithms and Data Compression

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Robert Vaser
Agency for Science, Technology and Research
2
Shyan Akmal
IIT@MIT
3
Rayson Laroca
Universidade Federal do Paraná
4
François-David Collin
Centre National de la Recherche Scientifique
5
Vu-Linh Nguyen
Université de Technologie de Compiègne
6
James Jie Pan
Tsinghua University
7
Xunyu Zhu
Chinese Academy of Sciences
8
Chentao Yue
UNSW Sydney
9
Jinyang Liu
University of California, Riverside
10
J. Dolen
Purdue University Northwest

Rising Stars Papers

1
A Survey on Model Compression for Large Language Models
Transactions of the Association for Computational Linguistics|2024
167 cit.
2
Survey of vector database management systems
The VLDB Journal|2024
126 cit.
3
Vector Database Management Techniques and Systems
Unknown Journal|2024
47 cit.
4
High-performance Effective Scientific Error-bounded Lossy Compression with Auto-tuned Multi-component Interpolation
Proceedings of the ACM on Management of Data|2024
23 cit.
5
Distilling mathematical reasoning capabilities into Small Language Models
Neural Networks|2024
15 cit.
6
CUSZ-i: High-Ratio Scientific Lossy Compression on GPUs with Optimized Multi-Level Interpolation
Unknown Journal|2024
13 cit.
7
Credal ensembling in multi-class classification
Machine Learning|2025
6 cit.
8
Improving Small Drone Detection Through Multi-Scale Processing and Data Augmentation
Unknown Journal|2025
4 cit.
9
An Efficient Algorithm for All-Pairs Bounded Edge Connectivity
Algorithmica|2024
3 cit.
10
Fast and Scalable Ridesharing Search
IEEE Transactions on Knowledge and Data Engineering|2024
3 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Manclar Mitra
Cornell University
2
Sami Sieranoja
University of Eastern Finland
3
Michael B. Stout
Oklahoma Medical Research Foundation
4
Alhussein Fawzi
Google DeepMind (United Kingdom)
5
Suo Gao
Dalian Polytechnic University
6
Alexander Faithfull
IT University of Copenhagen
7
Reetuparna Das
University of Michigan
8
Hala Alshamlan
King Saud University
9
Yong Pu
Northwestern Polytechnical University
10
Ira W. Deveson
Garvan Institute of Medical Research

Emerging Leaders Papers

1
Discovering faster matrix multiplication algorithms with reinforcement learning
Nature|2022
450 cit.
2
Mathematical discoveries from program search with large language models
Nature|2023
346 cit.
3
Comprehensive genetic diagnosis of tandem repeat expansion disorders with programmable targeted nanopore sequencing
Science Advances|2022
183 cit.
4
A 3D model encryption scheme based on a cascaded chaotic system
Signal Processing|2022
169 cit.
5
A single-cell atlas of the aging mouse ovary
Nature Aging|2024
167 cit.
6
Fast nanopore sequencing data analysis with SLOW5
Nature Biotechnology|2022
122 cit.
7
EFR-CSTP: Encryption for face recognition based on the chaos and semi-tensor product theory
Information Sciences|2022
111 cit.
8
A three-dimensional memristor-based hyperchaotic map for pseudorandom number generation and multi-image encryption
Chaos An Interdisciplinary Journal of Nonlinear Science|2025
84 cit.
9
The landscape of genomic structural variation in Indigenous Australians
Nature|2023
45 cit.
10
Accelerated nanopore basecalling with SLOW5 data format
Bioinformatics|2023
41 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Steven L. Salzberg
Johns Hopkins University
2
Mark A. DePristo
Google (United States)
3
Bùi Quang Minh
Australian National University
4
Richard Durbin
Wellcome Sanger Institute
5
Michael S. Waterman
Los Alamos National Laboratory
6
Robert E. Tarjan
Princeton University
7
Kazunori Yamada
Tohoku University
8
Rajeev Motwani
Stanford University
9
Adam M. Phillippy
National Human Genome Research Institute
10
Phil Green
NSW Forestry Corporation

Current Senior Leaders Papers

1
Fast and accurate short read alignment with Burrows–Wheeler transform
Bioinformatics|2009
62.8k cit.
2
Fast gapped-read alignment with Bowtie 2
Nature Methods|2012
61.1k cit.
3
The Genome Analysis Toolkit: A MapReduce framework for analyzing next-generation DNA sequencing data
Genome Research|2010
30k cit.
4
IQ-TREE: A Fast and Effective Stochastic Algorithm for Estimating Maximum-Likelihood Phylogenies
Molecular Biology and Evolution|2014
27.5k cit.
5
HISAT: a fast spliced aligner with low memory requirements
Nature Methods|2015
26.1k cit.
6
Ultrafast and memory-efficient alignment of short DNA sequences to the human genome
Genome biology|2009
23k cit.
7
IQ-TREE 2: New Models and Efficient Methods for Phylogenetic Inference in the Genomic Era
Molecular Biology and Evolution|2020
16.8k cit.
8
FLASH: fast length adjustment of short reads to improve genome assemblies
Bioinformatics|2011
15.7k cit.
9
Graph-based genome alignment and genotyping with HISAT2 and HISAT-genotype
Nature Biotechnology|2019
15.7k cit.
10
StringTie enables improved reconstruction of a transcriptome from RNA-seq reads
Nature Biotechnology|2015
15.5k cit.

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