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19992024
most citedPhysical Pooling Functions in Graph Neural Networks for Molecular Property Prediction

59 citations · 376 across the 66 of their papers we have counts for

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Showing 2017Show all

6 papers · 1 filter

cs.DS2017

Constraint Solving via Fractional Edge Covers

Martin Grohe, Dániel Marx

Many important combinatorial problems can be modeled as constraint satisfaction problems. Hence identifying polynomial-time solvable classes of constraint satisfaction problems has…

cs.DB2017★ 2 cited

Size bounds and query plans for relational joins

Albert Atserias, Martin Grohe, Dániel Marx

Relational joins are at the core of relational algebra, which in turn is the core of the standard database query language SQL. As their evaluation is expensive and very often domin…

cs.LG2017

Learning MSO-definable hypotheses on string

Martin Grohe, Christof Löding, Martin Ritzert

We study the classification problems over string data for hypotheses specified by formulas of monadic second-order logic MSO. The goal is to design learning algorithms that run in…

cs.LO2017

First-Order Query Evaluation with Cardinality Conditions

Martin Grohe, Nicole Schweikardt

We study an extension of first-order logic that allows to express cardinality conditions in a similar way as SQL's COUNT operator. The corresponding logic FOC(P) was introduced by…

cs.CC2017

The Hardness of Embedding Grids and Walls

Yijia Chen, Martin Grohe, Bingkai Lin

The dichotomy conjecture for the parameterized embedding problem states that the problem of deciding whether a given graph from some class of "pattern graphs" can be embedd…

cs.LG2017

Learning first-order definable concepts over structures of small degree

Martin Grohe, Martin Ritzert

We consider a declarative framework for machine learning where concepts and hypotheses are defined by formulas of a logic over some background structure. We show that within this f…