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Spencer 1977 asymptotic lower bounds ramsey functions
theorem_1_1: The Lovász local lemma as Spencer states and proves it, with the weighted form of Theorem 1.3 and the symmetric forms of Theorems 1.4 and 1.5; the lemma Beck 1980 quotes as his Lemma 2 and the tool behind every bound of the paper.
theorem_2_1: The lower bound R(3,t) ≥ (1/27 − o(1))(t/ln t)^2 from the local lemma, the case s = 3 of Problem 986 which the paper credits to Erdős, and the input of both Spencer-dependent bounds of Burr, Erdős, Faudree, Rousseau and Schelp 1980 on Problem 1182.
theorem_2_2: The off-diagonal lower bound R(k,t) ≥ c(t/ln t)^β[1 − o(1)] for fixed k ≥ 3 with β = [C(k,2) − 1]/(k − 2), which equals (k + 1)/2; at k = 4 the exponent 5/2 that stood for Problem 166 until 2023, and for general k the pre-2010 lower bound of Problem 986.
theorem_3_1: The lower bound r(C_4,K_t) ≥ c(t/ln t)^{3/2}, the lower bound of Problem 159 as the site states it, proved by a sketch from the local lemma with a random coloring of edge probability c_1 n^{−2/3}.
theorem_3_3: The lower bound r(≤C_k,K_t) ≥ c(t/ln t)^{(k−1)/(k−2)} for fixed k, which forbids every red cycle of length 3 to k, with Theorem 3.2 for a single cycle; the bound Erdős, Faudree, Rousseau and Schelp 1978 quote as their display (1.4) for Problem 159.
Joel Spencer, Asymptotic Lower Bounds for Ramsey Functions, Discrete Mathematics 20 (1977), no. 1, 69--76, DOI 10.1016/0012-365X(77)90044-9 (the running head reads "Discrete Mathematics 20 (1977) 69--76" with the copyright line of North-Holland Publishing Company; the issue number is from the publisher's record; some citations date the volume 1977/78, and Beck 1980 cites it as 1976); the author at the Department of Mathematics, State University of New York at Stonybrook (p. 69); received 16 February 1976, revised 7 December 1976. A footnote on p. 70 thanks C. C. Rousseau "for this formulation of the proof of Theorem 1.1". Cited as [Sp77] on the problem pages. Its seven references (p. 76) are Erdős, Some remarks on the theory of graphs, Bull. Amer. Math. Soc. 53 (1947), 292--294 (the paper's [1], cited for the "standard" proof of Ramsey's theorem; not held); Erdős, Graph theory and probability, Canad. J. Math. 11 (1959), 34--38 (the paper's [2], cited for the original of Theorem 2.1 and for both sides of the girth bound of Theorem 3.4, filed as erdos_1959_graph_theory_probability); Erdős, Graph theory and probability II, Canad. J. Math. 13 (1961), 346--352 (the paper's [3], not cited in the text, filed as erdos_1961_graph_theory_probability); Erdős, Faudree, Rousseau and Schelp, "(to appear)" (the paper's [4], the cycle-complete paper of 1978, filed as erdos_1978_cycle_complete_graph_ramsey_numbers, which in turn quotes this paper's Theorem 3.3 as its display (1.4)); Erdős and Spencer, Probabilistic methods in combinatorics (Akadémiai Kiadó and Academic Press, 1974; the paper's [5], not held); Ryser, Combinatorial Mathematics, Carus Monograph 14 (1963; the paper's [6], not held); and Spencer, Ramsey's theorem -- a new lower bound, J. Combinatorial Theory Ser. A 18 (1975), 108--115 (the paper's [7], the author's earlier bounds on and the diagonal , filed as spencer_1975_ramsey_theorem_new_lower_bound). The edition read for this card is the publisher's version of record; no preprint or later version is known here.
The copy read for this card is the publisher's open-archive scan of the printed article: 8 pages, printed pp. 69--76 = PDF pp. 1--8 (printed p. is PDF p. ), a 2001 capture (the file's metadata names an Acrobat 3.0 Capture source, a creation date of 17 October 2001 and a modification date of 25 January 2002, and its title field is the article's PII) with an OCR text layer that locates passages and garbles the displays, exponents, subscripts, inequality signs and many words of the prose. Provenance: the copy was obtained on 2026-09-22 from the publisher's open archive through the library's acquisition, a free copy downloaded in a browser from the article's PDF endpoint on the publisher's site (https://www.sciencedirect.com/science/article/pii/0012365X77900449), the DOI https://doi.org/10.1016/0012-365X(77)90044-9 resolving to the same article; 778,589 bytes. That copy prints "© North-Holland Publishing Company" on its first page (printed p. 69), every other right reserved.
Read status: claims checked for the abstract and the introduction's list of theorems (p. 69), the definition of a dependence graph and Theorem 1.1 (pp. 69--70), Corollary 1.2 and Theorems 1.3--1.4 (p. 71), Theorem 1.5, the remarks on and the definition of with Theorem 2.1 (p. 72), the reduction (1) (p. 73), the closing display of Theorem 2.1 and Theorem 2.2 with the paragraph on (p. 74), the definitions of and with Theorems 3.1--3.3 (p. 75), the quoted bound of Erdős, Faudree, Rousseau and Schelp, Theorem 3.4 and the references (p. 76), each read clause by clause on the page images of PDF pp. 1--8 on 2026-09-22. The proof of Theorem 1.1 (pp. 70--71), the two-line proofs of Theorems 1.4 and 1.5 (pp. 71--72; the first with its printed choice corrected to ) and the proof of Theorem 3.4 (p. 76) were read in full on the page images and followed; the analysis proving Theorem 2.1 (pp. 73--74) was read on the page images for structure, and the step from its printed to the constant was followed; the sketches of Theorems 2.2, 3.1 and 3.3 (pp. 74--76) print parameter choices only and were read for structure, their conditions not verified. Nothing here is independently reviewed.
Contents
- Abstract and § 0, Introduction (p. 69, page image). The abstract announces lower bounds for several Ramsey functions derived from a probability theorem of Lovász, among them a short proof of the known bound . The introduction lists the results to be proved, with a bracketed note that is the off-diagonal Ramsey number and , both defined in later sections: Theorem 2.1, ; Theorem 2.2, "Fix . Then , where "; Theorem 3.1, ; Theorem 3.3, "Fix . Then "; Theorem 3.4, "Fix . There exists a graph on vertices with girth and , where = chromatic number." The list writes the exponent of Theorem 2.2 as and Theorems 3.3--3.4 in the letters , and omits Theorem 3.2; the body (pp. 74--76) writes and , and the body's statements are the ones quoted on the result pages. For the probabilistic method in general it refers to [5].
- § 1, Probability (pp. 69--72, page images). Definition (pp. 69--70, quoted): for events in a probability space and a graph on the vertex set , "We say is a dependence graph of if for is mutually independent of ." The paper adds that the events do not determine their dependence graph, but that each application has an obvious canonical choice. Theorem 1.1 (Lovasz) (p. 70, quoted): "Let be events in a probability space with dependence graph . Suppose there exist such that and , (where the null product is interpreted as unity). Then ." Its proof (pp. 70--71) shows for by induction on , splitting into the neighbors of and the rest, and notes the stronger conclusion , which the paper does not use. With , Corollary 1.2 (p. 71, quoted): "If there exist , such that then ." Theorem 1.3 (p. 71, quoted): "Under the assumption of Theorem 1.1, if there exist positive with such that then ", introduced "As ", an inequality that runs the wrong way for deriving it from Corollary 1.2: as printed Theorem 1.3 is false in general, and Corollary 1.2 is its valid form (see theorem_1_1); the paper notes for all , (printed with , which fails at ; under Corollary 1.2's hypothesis the proof of Theorem 1.1 gives the inequality with ), and reads as a measure of how much the events affect . Theorem 1.4 (p. 71, quoted): "Let be events in probability space with , . Let each vertex of dependence graph have degree . If , then ", proved from Theorem 1.1 with all equal, the printed " [so as to maximize ]" being a slip for the maximizer ; since , Theorem 1.5 (p. 72, quoted): "Let be events in a probability space with , . Let each vertex of dependence graph have degree . If then ." With the supremum of the admissible for degree , the paper records , from disjoint events, and unknown, and asks: "Question. What is ? The existence of the limit is not known." It closes with the wish for a form of the lemma tolerating "small dependence" among a few pairs, which the paper says might improve its bounds and above all the diagonal of [7], adding that the author had tried hard to prove such an extension without success. Paged at theorem_1_1.
- § 2, The Ramsey function (pp. 72--74, page images). The section defines as the least such that every coloring of the edges of in Red and Blue has a set of vertices spanning only Red edges or a set of vertices spanning only Blue edges. Theorem 2.1 (p. 72, quoted): ", . This result is originally due to Erdos [2] (without explicit calculation of the constant) using a very different method." The proof colors each edge of Red independently with probability , takes (all three edges on a -set Red) and (all edges on a -set Blue), so that iff , with the dependence graph joining two events whose sets share at least two vertices, and the number of nodes of type adjacent to a node of type . The reduction (1) (p. 73, quoted): "If there exist positive such that , , , , then " (printed with where is meant). Then , , , , ; with , , , the conditions (2)--(3) on hold for and any , so "for , . Expressing in terms of , " (p. 74). Paged at theorem_2_1.
- Theorem 2.2 (p. 74, quoted): "Fix . There exists a constant so that , ." The proof is sketched as "a generalization of Theorem 2.1" with for , , , , and (1) holding for , , , , "where are appropriately chosen." The paper then turns to the exponent with , whose determination it calls a major open problem: Theorem 2.2 gives , improving the author's bounds in [7], and the standard proof of Ramsey's theorem (the paper cites [1]) gives , so . Quoted (p. 74): "A plausible conjecture is that for all but this is not even known for . It is not even known if exists for ." The paper never simplifies ; since , (an elementary rewriting made here), so the bound reads , which is at and at . Paged at theorem_2_2.
- § 3, The Ramsey function (pp. 75--76, page images). For finite graphs the section defines as the least such that every Red/Blue edge coloring of has a Red copy of or a Blue copy of , notes that Ramsey's theorem gives its existence, and writes for the cycle on points. Theorem 3.1 (p. 75, quoted): "." Sketch "which follows the lines of Theorem 2.1": the event that a -set contains a Red , , , , and (1) holds with , , , . "(The upper bound is given in [4].)" Theorem 3.2 (p. 75, quoted), introduced by "In general one has": "." Then: "Here is fixed, approaching infinity, dependent on ." The paper then states a stronger result, defining as the least such that every Red/Blue edge coloring of has a Red for some or a Blue . Theorem 3.3 (p. 75, quoted): "." Its proof takes for , , the event that contains a Red -cycle, with , , , ; the condition for is , where bounds the number of -sets meeting a given in at least two points, the terms are of lower order and the term is (p. 76); "The conditions of Theorem 1.3 for each are then met automatically." Then (p. 76) the paper records the upper bound of Erdős, Faudree, Rousseau and Schelp [4], with for all , hence for fixed (printed "For fixed"), and notes that makes this an upper bound for too; the recorded bound is Theorem 1 of the 1978 paper. Paged at theorem_3_1 and theorem_3_3.
- Girth and chromatic number (p. 76, page image). "Definitions. Let be a graph, girth contains an -cycle, = vertex chromatic number of ." Theorem 3.4 (quoted): "Fix . There exist graphs on vertices with girth, [sic]" (the introduction's form has , and the proof gives ; the printed statement's missing solidus is read here as a misprint). The paper remarks that the theorem (which it calls "Theorem 10") in particular gives graphs of arbitrarily high girth and chromatic number, Erdős's result in [2], and, writing for the largest chromatic number of a graph on vertices with girth above , records , crediting the upper bound to Erdős [2] as well. Proof: the Red graph of the coloring given by Theorem 3.3 has vertices, girth above and independence number , and (the constant is dropped in the last display). No problem page consumes this theorem.
- Printed label slips (a filing observation). The text refers to "Theorem 1" (p. 71), "Theorem 3" (p. 72), "Theorem 2" (p. 73) and "Theorem 10" (p. 76) where the numbered results are Theorem 1.1, Theorem 1.4, the local lemma in the form of Theorem 1.3 (which the next sentence applies) and Theorem 3.4; these read as unrenumbered references to an earlier draft. Theorem 2.1's original is credited to "Erdos [2]", the 1959 paper, while the corpus files the bound under the 1961 paper (the paper's [3], not cited in the text), as Ajtai, Komlós and Szemerédi 1980 cite it; which paper the author meant is not decided here.
- What the paper does not print. No explicit constant for Theorems 2.2, 3.1, 3.2, 3.3 or 3.4 (their is "appropriately chosen" or unnamed); no proof of Theorem 3.2 beyond the remark that Theorem 3.3 is stronger; no product form anywhere, every Ramsey lower bound (Theorems 2.1--3.3) being a power of the quotient ; and no statement about for beyond Theorem 2.2 and the conjecture .
Compiled scope
The paper is compiled at statement depth for the five results the citing problems consume: Theorem 1.1 (p. 70), Theorem 2.1 (p. 72), Theorem 2.2 (p. 74), Theorem 3.1 (p. 75) and Theorem 3.3 (p. 75), read on the page images and paged on theorem_1_1, theorem_2_1, theorem_2_2, theorem_3_1 and theorem_3_3. Theorem 1.1 has its proof followed; Theorem 2.1's analysis was read for structure with its constant followed; Theorems 2.2, 3.1 and 3.3 are proved by parameter sketches only, and nothing here is independently reviewed.
Bears on. #159: Theorem 3.1 (printed p. 75, PDF p. 7), "", is the site's lower bound stated directly, and Theorem 3.3 (p. 75), "" for fixed , is the bound the 1978 paper of Erdős, Faudree, Rousseau and Schelp quotes as its display (1.4), whose case the problem page had used second-hand; the paper also records the upper bound of its [4] and prints no constant. #166: Theorem 2.2 (printed p. 74, PDF p. 6), "Fix . There exists a constant so that , ", at gives , the exponent that stood until Mattheus and Verstraete; the site's commentary prints the bound with the product , where the paper prints the quotient , so the site's form differs from the paper's; the paper's own remark that "is not even known for " is the problem's question in 1977. #986: Theorem 2.2 (p. 74) with is the pre-2010 lower bound for every fixed that Bradač 2026 (p. 2) and Bohman and Keevash (arXiv v1, p. 4) quote, and Theorem 2.1 (printed p. 72, PDF p. 4), ", ", is the case of the problem's statement, with , which the site credits to this paper and which the paper credits to Erdős [2], proved there by a very different method and without an explicit constant. #1182: Theorem 2.1 (p. 72) is the bound that Burr, Erdős, Faudree, Rousseau and Schelp 1980 quote as their display (2) for the upper bound of their Theorem 1(b), in the site's letters, and the local-lemma reduction (1) (p. 73) proving it is the form of the Lovász local lemma their Theorem 2 applies for the upper bound . #187: Theorem 1.1 (printed p. 70, PDF p. 2), the local lemma with weights and , is the statement Beck 1980 quotes without proof as his Lemma 2 in the proof of his theorem , the problem's only upper bound; Beck's reference dates the volume 1976. #1014: Theorem 2.2 (p. 74) at , with the Erdős--Szekeres bound , gives and so , the case that bounds known before the 2026 manuscript already settle; for every it implies the manuscript's Lemma 2, , which the manuscript states without proof or citation.
Results.
- Theorem 1.1 (p. 70): the Lovász local lemma, with Corollary 1.2, the weighted Theorem 1.3 and the symmetric Theorems 1.4--1.5 (pp. 71--72).
- Theorem 2.1 (p. 72): .
- Theorem 2.2 (p. 74): for fixed , .
- Theorem 3.1 (p. 75): .
- Theorem 3.3 (p. 75): for fixed , with Theorem 3.2 for a single cycle.
No file of this source is held: no license on record permits its redistribution, and the card cites the edition it names above.