Discuss papers at the intersection of Software Engineering, Programming Languages and Machine Learning communities related to applications of Machine Learning to Code.
- promote reading papers
- rise awareness on current research directions in PL, SW, ML communities
- create opportunity for collaborations
Every 2 weeks we pick and discuss a paper.
Next paper is chosen from a list of candidates established at the end of the session.
Anyone can comment on a paper's PDF on GDrive with questions or things that are worth clarifying.
- 2019.01.25 at 4PM CET: Sorting and Transforming Program Repair Ingredients via Deep Learning Code Similarities. Martin Monperrus, co-author of the paper, will be joining us! There is a public google doc available to ask questions and take notes. Anyone is very welcome to use it.
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2019.01.11 A general reinforcement learning algorithm that masters chess, shogi and Go through self-play. (notes)
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2018.12.14 Improving Automatic Source Code Summarization via Deep Reinforcement Learning. (notes)
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2018.11.30 Mining Change Histories for Unknown Systematic Edits. Tim Molderez, first author of the paper, joined us for this session! (notes)
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2018.11.16 Deep Learning Type Inference. This time Earl T. Barr joined, one of the authors of the paper! (notes, meetup)
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2018.11.02 Learning to Represent Edits. (notes)
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2018.10.19 Relational inductive biases, deep learning, and graph networks. (notes)
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2018.10.5: extra session, Code Vectors: Understanding Programs Through Embedded Abstracted Symbolic Traces. This time Jordan Henkel joined, one of the authors of the paper! (notes, slides)
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2018.09.28: code2seq: Generating Sequences from Structured Representations of Code by Uri Alon, Eran Yahav and Omer Levy. (notes)
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2018.09.14: Learning to Represent Programs with Graphs by Miltiadis Allamanis, Marc Brockschmidt and Mahmoud Khademi. (notes)
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2018.08.31: Intelligent Code Reviews Using Deep Learning by Anshul Gupta and Neel Sundaresan. (notes)
All the past papers we studied are available in the reading club's GDrive.
Every 2 weeks on Fridays at 4pm CET
- on-line on zoom, ID of the meeting is
974-346-848
. - in source{d} office in Madrid
- propose/vote for a paper
- join the session online, or in office space