Papers of the day   All papers

Learning Transferable Graph Exploration

Comments

Nov 01 2019 DeepMind

Our latest work uses reinforcement learning to learn to explore graph structured spaces, which improves the coverage for programs and Android apps testing with limited budget. Paper: https://arxiv.org/pdf/1910.12980.pdf @hanjundai, @liyuajia, Chenglong Wang, @rishabhs, @huangposen, @pushmeet https://t.co/uS1MOWFthy
7 replies, 526 likes


Nov 01 2019 Yujia Li

Our NeurIPS paper on learning to explore graph structured spaces uses graph neural networks to learn to explore (visit as many different nodes as possible) efficiently. We got great results on program testing (covering all code branches) and even testing Android apps!
0 replies, 93 likes


Nov 01 2019 pushmeet

Happy to share our small step towards enabling more robust software systems by leveraging machine learning to address hard exploration problems encountered in software testing.
0 replies, 40 likes


Nov 01 2019 DeepMind

Our latest work uses reinforcement learning to learn to explore graph structured spaces, which improves the coverage for programs and Android apps testing with limited budget. Paper: https://arxiv.org/pdf/1910.12980.pdf @hanjundai, @liyujia, Chenglong Wang, @rishabhs, @huangposen, @pushmeet https://t.co/XgZbyZUNxS
0 replies, 15 likes


Content