Towards Using Data-Influence Methods to Detect Noisy Samples in Source
Code Corpora

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Towards Using Data-Influence Methods to Detect Noisy Samples in Source Code Corpora

25 May 2022

Thang Nguyen-Duc

Hoang Thanh-Tung

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Papers citing "Towards Using Data-Influence Methods to Detect Noisy Samples in Source Code Corpora"

13 / 13 papers shown

Title
Data Smells in Public Datasets Arumoy Shome Luís Cruz Arie van Deursen 74 19 0 15 Mar 2022
On the Importance of Building High-quality Training Datasets for Neural Code Search Zhensu Sun Li Li Yang Liu Xiaoning Du Li Li 55 75 0 14 Feb 2022
An Empirical Comparison of Instance Attribution Methods for NLP Pouya Pezeshkpour Sarthak Jain Byron C. Wallace Sameer Singh TDI 104 35 0 09 Apr 2021
Deep Learning for Android Malware Defenses: a Systematic Literature Review Yue Liu Chakkrit Tantithamthavorn Li Li Yepang Liu AAML 61 80 0 09 Mar 2021
A Systematic Literature Review on the Use of Deep Learning in Software Engineering Research Cody Watson Nathan Cooper David Nader-Palacio Kevin Moran Denys Poshyvanyk 70 114 0 14 Sep 2020
Estimating Training Data Influence by Tracing Gradient Descent G. Pruthi Frederick Liu Mukund Sundararajan Satyen Kale TDI 90 410 0 19 Feb 2020
CodeSearchNet Challenge: Evaluating the State of Semantic Code Search Hamel Husain Hongqiu Wu Tiferet Gazit Miltiadis Allamanis Marc Brockschmidt ELM 130 1,085 0 20 Sep 2019
Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks Yaqin Zhou Shangqing Liu J. Siow Xiaoning Du Yang Liu GNN 68 778 0 08 Sep 2019
code2vec: Learning Distributed Representations of Code Uri Alon Meital Zilberstein Omer Levy Eran Yahav 53 1,180 0 26 Mar 2018
Learning to Represent Programs with Graphs Miltiadis Allamanis Marc Brockschmidt Mahmoud Khademi GNN NAI 123 803 0 01 Nov 2017
Understanding Black-box Predictions via Influence Functions Pang Wei Koh Percy Liang TDI 213 2,899 0 14 Mar 2017
A Convolutional Attention Network for Extreme Summarization of Source Code Miltiadis Allamanis Hao Peng Charles Sutton AI4TS 88 583 0 09 Feb 2016
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 347 3,285 0 17 Nov 2015

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