Treffer: Streaming triangle counting: the impact of a degree oracle.

Title:
Streaming triangle counting: the impact of a degree oracle.
Source:
Distributed & Parallel Databases; 1/5/2026, Vol. 44 Issue 1, p1-24, 24p
Database:
Complementary Index

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We give new results for the problem of approximating the number of triangles in graph streams, focusing on space-efficient algorithms that receive the input graph as a sequence of edges in arbitrary order. Our main contributions are: a) A two-pass algorithm that uses space. b) A one-pass algorithm that uses expected space and has access to a degree oracle. Our first result completes the picture for multi-pass triangle counting algorithms and it gives affirmative answer to an open question in Fichtenberger and Peng (PODS 2022) for the case of triangles where they asked if such a space bound is possible in two passes. It also matches the known lower bound of for the regime , thereby resolving the space complexity for this setting. Our second result establishes, for the first time, that access to a degree oracle can yield asymptotic improvements in the space complexity of one-pass algorithms. Specifically, for graphs with bounded arboricity b, our algorithm attains a space complexity of. Notably, in the absence of a degree oracle, existing lower bounds preclude the existence of one-pass, sublinear-space algorithms even for planar graphs. To complement this result, we show that any one-pass algorithm—even with degree oracle access—requires space, matching our upper bound for constant-arboricity graphs. In contrast, for dense graphs with and , we show that no sublinear space algorithm is possible even when allowed to query a degree oracle. [ABSTRACT FROM AUTHOR]

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