Research
On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,982 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Jun 201919922001200920172026
1 result for “ExpressGNN”
Can Graph Neural Networks Help Logic Reasoning?cs.LG

Graph neural networks improve logic reasoning for large datasets.

problem Combining logic reasoning and probabilistic inference for large datasets.
method Exploring Graph Neural Networks (GNNs) for Markov Logic Networks (MLN) to improve probabilistic logic inference.
result ExpressGNN, a more expressive variant of GNN, can perform effective probabilistic logic inference and scale to large datasets.
Graph Neural NetworksMarkov Logic NetworksProbabilistic Logic ReasoningLarge DatasetsExpressGNN
2019-06-05abs ↗pdf ↗