{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,30]],"date-time":"2025-04-30T06:26:56Z","timestamp":1745994416863},"reference-count":0,"publisher":"EasyChair","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"abstract":"<jats:p>The cvc5 solver is today one of the strongest systems for solving first order problems with theories but also without them. In this work we equip its enumeration-based instan- tiation with a neural network that guides the choice of the quantified formulas and their instances. For that we develop a relatively fast graph neural network that repeatedly scores all available instantiation options with respect to the available formulas. The network runs directly on a CPU without the need for any special hardware. We train the neural guidance on a large set of proofs generated by the e-matching instantiation strategy and evaluate its performance on a set of previously unseen problems.<\/jats:p>","DOI":"10.29007\/h5dr","type":"proceedings-article","created":{"date-parts":[[2024,5,27]],"date-time":"2024-05-27T22:10:10Z","timestamp":1716847810000},"page":"264-249","source":"Crossref","is-referenced-by-count":1,"title":["First Experiments with Neural cvc5"],"prefix":"10.29007","volume":"100","author":[{"given":"Jelle","family":"Piepenbrock","sequence":"first","affiliation":[]},{"given":"Mikolas","family":"Janota","sequence":"additional","affiliation":[]},{"given":"Josef","family":"Urban","sequence":"additional","affiliation":[]},{"given":"Jan","family":"Jakub\u016fv","sequence":"additional","affiliation":[]}],"member":"11545","event":{"name":"Proceedings of 25th Conference on Logic for Programming, Artificial Intelligence and Reasoning"},"container-title":["EPiC Series in Computing"],"original-title":[],"deposited":{"date-parts":[[2024,5,27]],"date-time":"2024-05-27T22:10:17Z","timestamp":1716847817000},"score":1,"resource":{"primary":{"URL":"https:\/\/easychair.org\/publications\/paper\/Z6b2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"references-count":0,"URL":"https:\/\/doi.org\/10.29007\/h5dr","relation":{},"ISSN":["2398-7340"],"issn-type":[{"type":"print","value":"2398-7340"}],"subject":[]}}