Towards a New Theory of Optimal Dynamic Graph Algorithms

ERC (European Research Council)HORIZON-ERCID: 101043159
EC Contribution
€14,000
Consortium Size
1 orgs
Start Year
2022
Summary

Dynamic graph algorithms are of increasing critical importance. They are crucial for coping with dynamic networks, which model the ever-changing physical world, and have been instrumental in achieving numerous major breakthroughs in static graph algorithms.The holy grail in the field of dynamic graph algorithms has been to design algorithms with poly-logarithmic (in the input size) update time. However, recent exciting developments, in which the PI has played a central role, aim to push the update time toward an absolute constantindependent of the input size which is qualitatively very different than a poly-log bound.This goal is of fundamental importance not just from a theoretical perspective, but also from a practical viewpoint, due to the rapidly growing size of modern networks.An algorithm is intrinsically optimal if its update time matches the ratio of the problems static time complexity to the input size. The main question underlying this research is:Which graph problems admit intrinsically optimal update time?Only few intrinsically optimal graph algorithms are known. The unique goal of this project is to establish a systematic study of intrinsically optimal algorithms. We will also study provably optimal algorithms, aiming to advance our understanding of the thin line that separates these two distinct optimality notions. To achieve this goal, we must go far beyond the current state-of-the-art, and in particular, confront some of the most central problems in the field. Meeting the projects main goal, even partially, will be groundbreaking. Results of this project will facilitate the use of dynamic algorithms in real-world application domains, and will also be illuminating to other fields, such as distributed computing and fine-grained complexity. Consequently, we believe this research has the potential of revolutionizing the field of dynamic graph algorithms, and impacting related fields, thus enriching the general landscape of computer science.

Consortium (1)

Project Results (15)

Source: CORDIS, the EU research results database.

Publications (15)
Even Faster (Δ + 1)-Edge Coloring via Shorter Multi-Step Vizing Chains
Proceedings of the 2025 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA)· 2025DOI
Sayan Bhattacharya, Martín Costa, Shay Solomon, Tianyi Zhang
Nearly Optimal Dynamic Set Cover: Breaking the Quadratic-in-<i>f</i> Time Barrier
Proceedings of the 2025 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA)· 2025DOI
Anton Bukov, Shay Solomon, Tianyi Zhang
A Lossless Deamortization for Dynamic Greedy Set Cover
2024 IEEE 65th Annual Symposium on Foundations of Computer Science (FOCS)· 2024DOI
Shay Solomon, Amitai Uzrad, Tianyi Zhang
Arboricity-Dependent Algorithms for Edge Coloring
Proceedings of the 19th Scandinavian Symposium and Workshops on Algorithm Theory (SWAT 2024)· 2024DOI
Sayan Bhattacharya, Martín Costa, Nadav Panski, Shay Solomon
Covering Planar Metrics (and Beyond): O(1) Trees Suffice
2023 IEEE 64th Annual Symposium on Foundations of Computer Science (FOCS)· 2024DOI
Hsien-Chih Chang, Jonathan Conroy, Hung Le, Lazar Milenkovic, Shay Solomon, Cuong Than
Density-Sensitive Algorithms for (Δ + 1)-Edge Coloring
· 2024DOI
Sayan Bhattacharya, Martín Costa, Nadav Panski, Shay Solomon
Faster $(\Delta+1)$-Edge Coloring: Breaking the $m\sqrt{n}$ Time Barrier
2024 IEEE 65th Annual Symposium on Foundations of Computer Science (FOCS)· 2024DOI
Sayan Bhattacharya, Din Carmon, Martín Costa, Shay Solomon, Tianyi Zhang
Nibbling at Long Cycles: Dynamic (and Static) Edge Coloring in Optimal Time
Proceedings of the 2024 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA)· 2024DOI
Sayan Bhattacharya, Martín Costa, Nadav Panski, Shay Solomon
Optimal Euclidean Tree Covers
Proceedings of the 40th International Symposium on Computational Geometry (SoCG 2024)· 2024DOI
Hsien-Chih Chang, Jonathan Conroy, Hung Le, Lazar Milenković, Shay Solomon, Cuong Than
Optimal Fault-Tolerant Spanners in Euclidean and Doubling Metrics: Breaking the Ω (log n) Lightness Barrier
2023 IEEE 64th Annual Symposium on Foundations of Computer Science (FOCS)· 2024DOI
Hung Le, Shay Solomon, Cuong Than
Shortcut Partitions in Minor-Free Graphs: Steiner Point Removal, Distance Oracles, Tree Covers, and More
Proceedings of the 2024 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA)· 2024DOI
Hsien-Chih Chang, Jonathan Conroy, Hung Le, Lazar Milenković, Shay Solomon, Cuong Than
Towards Instance-Optimal Euclidean Spanners
2024 IEEE 65th Annual Symposium on Foundations of Computer Science (FOCS)· 2024DOI
Hung Le, Shay Solomon, Cuong Than, Csaba D. Tóth, Tianyi Zhang
A Unified Framework for Light Spanners
Proceedings of the 55th Annual ACM Symposium on Theory of Computing· 2023DOI
Le, Hung; Solomon, Shay
Dynamic ((1+) ln )-Approximation Algorithms for Minimum Set Cover and Dominating Set
Proceedings of the 55th Annual ACM Symposium on Theory of Computing· 2023DOI
Shay Solomon, Amitai Uzrad
Sparse Euclidean Spanners with Optimal Diameter: A General and Robust Lower Bound via a Concave Inverse-Ackermann Function
Proceedings of the 39th International Symposium on Computational Geometry, SoCG 2023· 2023DOI
Le, Hung; Milenković, Lazar; Solomon, Shay