Minimum Ramsey numbers for graphs with a prescribed number of edges
Gu, Qiyuan
Sep 2026· Zenodo (CERN European Organization for Nuclear Research)
Limits and Structures in Graph TheoryComputational Geometry and Mesh GenerationAdvanced Graph Theory Research
Abstract
For graphs A and B, the Ramsey number R(A, B) is the least N such that every red–blue colouring of the edges of KN contains a red A or a blue B. Write ρ(m) for the minimum of R(K3, G) over all finite simple graphs G with exactly m edges, with no connectedness assumption. Theorem. There is an absolute constant c > 0 such that every graph G with m edges satisfies R(K3, G) ≥ c m2/3/(log m)1/3 for all sufficiently large m. With Sudakov's clique-union upper bound this gives ρ(m) = Θ(m2/3/(log m)1/3). This proves the lower bound conjectured by Sudakov (SIAM J. Discrete Math. 21 (2007), p. 984), whose Theorem 1.1 left a factor (log m)1/3 between the two sides, improving in turn the bounds m3/5 << ρ(m) << m2/3 of Erdős, Faudree, Rousseau and Schelp. Application to Erdős Problem 1182. Let f(n) be the maximum number of edges of a connected n-vertex graph G with R(K3, G) = 2n − 1. The theorem gives f(n) = Θ(n3/2√(log n)), closing the interval n3/2(log n)1/2 << f(n) << n5/3(log n)2/3 of Burr, Erdős, Faudree, Rousseau and Schelp. The companion function F(n) is linear in n by their lower bound together with Brandt's F(n) ≤ 84n; that was already known, and is what answers the problem's final question, whether F(n)/n → ∞, in the negative. The order-of-magnitude question for f is what remained. Method. The lower bound comes from the early triangle-free process. For a fixed embedding of a graph H into the process graph, a martingale estimate tracks how many edges of that copy remain open; a matrix bound on the variance of the accumulated losses, in terms of Δ(H) and the maximum codegree of the process graph, yields an exponential tail strong enough to sum over all embeddings. This produces a triangle-free graph on N vertices whose complement contains no copy of H whenever e(H) ≥ Ak√(N log N) and Δ(H) ≤ N9/10. A deterministic subgraph argument then removes the maximum-degree restriction, which is what lets the bound apply to arbitrary G rather than only to graphs of bounded degree. The concentration estimates for the process are those of Bennett and Bohman. PDF and LaTeX source: github.com/FireflySentinel/erdos-1182. Use of generative AI. GPT-6 Astra was used to propose the mathematical proofs. GPT-5.6 Sol and Claude Opus 5 were used for editorial review of the exposition. The author finished the final manuscript and takes full responsibility for its content.
The method, ECCOLA, is presented, which aims at making the high-level AI ethics principles more practical, making it possible for developers to more easily implement them in practice.
Ville Vakkuri, Kai-Kristian Kemell, P. Abrahamsson· EUROMICRO Conference on Soft...· 64 citations· ⚡6
The goal is to not only refine the accuracy of the LLM-based tool but also to underscore its potential in streamlining the software development lifecycle through proactive code improvement and education.
Z. Rasheed, Malik Abdul Sami, Muhammad Waseem et al.· arXiv.org· 62 citations· ⚡3
A comprehensive overview of how enhanced sampling methods are reshaping the field, with a particular focus on the data-driven construction of collective variables, is provided.
Kai Zhu, Enrico Trizio, Jintu Zhang et al.· Chemical Reviews· 58 citations
The use of large language models to automatically improve the user story quality in Austrian Post Group IT agile teams is explored, with a reference model for an Autonomous LLM-based Agent System developed and implemented at the company.
Zheying Zhang, M. Rayhan, Tomas Herda et al.· International Conference on...· 48 citations· ⚡4
This paper introduces a novel multi-AI-agent system designed to fully automate SLRs, and demonstrates how it substantially reduces the time and effort traditionally required for SLRs while maintaining comprehensiveness and precision.
Abdul Malik Sami, Z. Rasheed, Kai-Kristian Kemell et al.· arXiv.org· 44 citations· ⚡2
The proposed LLM-based multi-agent system automates qualitative data analysis process, creating opportunities for researchers and practitioners, and future improvements focus on enhancing multilingual performance and integrating continuous expert feedback.
Z. Rasheed, Muhammad Waseem, Aakash Ahmad et al.· arXiv.org· 41 citations
AI is making software generation faster, but speed does not remove the need for expertise. As more work is delegated to AI, tacit knowledge may become one of the most important human advantages in software engineering. The post Beyond Prompt Engineering: The Role of Tacit Knowledge in Software Engineering appeared first on GPT-Lab.
MIT News · Artificial Intelligence· news.mit.eduSep 16, 2026