presentation title - miltos allamanis · akka.net automapper benchmarkdotnet botbuilder choco...
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https://arxiv.org/abs/1711.00740
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Li, Y., Tarlow, D., Brockschmidt, M., & Zemel, R. (2015).
Gated graph sequence neural networks. arXiv preprint
arXiv:1511.05493.
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Li et al (2015). Gated graph sequence neural networks.
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Li et al (2015). Gated graph sequence neural networks.
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Li et al (2015). Gated graph sequence neural networks.
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Li et al (2015). Gated graph sequence neural networks.
• node selection
• node classification
• graph classification
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https://arxiv.org/abs/1711.00740
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Implementation
• Sparse TensorFlow implementation
• 16 edge types (forward + backward)
• ~900 nodes/graph ~8k edges/graph
Stats
• 55 graphs/s during training
• 219 graphs/s during testing
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Accuracy (%) Local Model Avg BiRNN GGNN
Seen Projects 15.8 73.5 82.1
Unseen Projects 13.8 59.7 68.6
3.8 type-correct alternative variables per slot (median 3, σ= 2.6)
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bool string string out string
var
while null
if return true
null
return false
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bool string string out string
var
while null
if return true
null
return false
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