Unweighted Layered Graph Traversal: Passing a Crown via Entropy Maximization
Xingjian Bai, Christian Coester, Romain Cosson
Abstract
Introduced by Papadimitriou and Yannakakis in 1989, layered graph traversal is a central problem in online algorithms and mobile computing that has been studied for several decades, and which now is essentially resolved in its original formulation. In this paper, we demonstrate that what appears to be an innocuous modification of the problem actually leads to a drastic (exponential) reduction of the competitive ratio. Specifically, we present an algorithm that is O (log2 w )-competitive for traversing unweighted layered graphs of width w. Our algorithm chooses the agent’s position simply according to the probability distribution over the current layer that maximizes the sum of entropies of the induced distributions in the preceding layers.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers1
Ask how each one uses itBuilds on6
- Online metric algorithms with untrusted predictionsAntonios Antoniadis, Christian Coester, Marek Eliás, Adam Polak et al.ICML 2020 · 170 citations
- Chasing Convex Bodies OptimallyMark SellkeSODA 2020 · 36 citations
- Chasing Convex Bodies with Linear Competitive RatioC. J. Argue, Anupam Gupta, Guru Guruganesh, Ziye TangSODA 2020 · 23 citations
- Mixing Predictions for Online Metric AlgorithmsAntonios Antoniadis, Christian Coester, Marek Eliás, Adam Polak et al.ICML 2023 · 20 citations
- The Randomized k-Server Conjecture Is False!Sébastien Bubeck, Christian Coester, Yuval RabaniSTOC 2023 · 6 citations
Related papers
- Shortest Paths without a Map, but with an Entropic RegularizerSébastien Bubeck, Christian Coester, Yuval RabaniFOCS 2022 · 3 citations
- Weighted k-Server Admits an Exponentially Competitive AlgorithmAdithya Bijoy, Ankit Mondal, Ashish ChiplunkarSODA 2026
- Tight Bounds for Online Graph PartitioningMonika Henzinger, Stefan Neumann, Harald Räcke, Stefan SchmidSODA 2021 · 12 citations
- Breaking the k/ log k Barrier in Collective Tree Exploration via Tree-MiningRomain CossonSODA 2024 · 1 citation
- Multi-layered Network Exploration via Random Walks: From Offline Optimization to Online LearningXutong Liu, Jinhang Zuo, Xiaowei Chen, Wei Chen et al.ICML 2021 · 17 citations
