Understanding the Complexity and Its Impact on Testing in ML-Enabled Systems

10 January 2023

Papers citing "Understanding the Complexity and Its Impact on Testing in ML-Enabled Systems"

29 / 29 papers shown

Title
Causality-based Neural Network Repair Bing-Jie Sun Jun Sun Hong Long Pham Jie Shi 60 81 0 20 Apr 2022
Collaboration Challenges in Building ML-Enabled Systems: Communication, Documentation, Engineering, and Process Nadia Nahar Shurui Zhou Grace A. Lewis Christian Kastner VLM 72 130 0 19 Oct 2021
Meaningfully Debugging Model Mistakes using Conceptual Counterfactual Explanations Abubakar Abid Mert Yuksekgonul James Zou CML 69 64 0 24 Jun 2021
Feature Interactions on Steroids: On the Composition of ML Models Christian Kastner Eunsuk Kang S. Apel 61 9 0 13 May 2021
Distribution-Aware Testing of Neural Networks Using Generative Models Swaroopa Dola Matthew B. Dwyer M. Soffa 81 53 0 26 Feb 2021
A Survey on Neural Network Interpretability Yu Zhang Peter Tiño A. Leonardis K. Tang FaML XAI 204 682 0 28 Dec 2020
NeuroDiff: Scalable Differential Verification of Neural Networks using Fine-Grained Approximation Brandon Paulsen Jingbo Wang Jiawei Wang Chao Wang 62 36 0 21 Sep 2020
GPT-GNN: Generative Pre-Training of Graph Neural Networks Ziniu Hu Yuxiao Dong Kuansan Wang Kai-Wei Chang Yizhou Sun SSL AI4CE 158 564 0 27 Jun 2020
Recent Advances and Challenges in Task-oriented Dialog System Zheng Zhang Ryuichi Takanobu Qi Zhu Minlie Huang Xiaoyan Zhu LLMAG 118 177 0 17 Mar 2020
ReluDiff: Differential Verification of Deep Neural Networks Brandon Paulsen Jingbo Wang Chao Wang 132 53 0 10 Jan 2020
ConveRT: Efficient and Accurate Conversational Representations from Transformers Matthew Henderson I. Casanueva Nikola Mrkvsić Pei-hao Su Tsung-Hsien Ivan Vulić 95 198 0 09 Nov 2019
Operational Calibration: Debugging Confidence Errors for DNNs in the Field Zenan Li Xiaoxing Ma Chang Xu Jingwei Xu Chun Cao Jian Lu 49 28 0 06 Oct 2019
Dialogue Transformers Vladimir Vlasov Johannes E. M. Mosig Alan Nichol 88 57 0 01 Oct 2019
AutoML: A Survey of the State-of-the-Art Xin He Kaiyong Zhao Xiaowen Chu 132 1,460 0 02 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 674 24,541 0 26 Jul 2019
Machine Learning Testing: Survey, Landscapes and Horizons Jie M. Zhang Mark Harman Lei Ma Yang Liu VLM AILaw 82 752 0 19 Jun 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 236 8,447 0 19 Jun 2019
Cross-lingual Language Model Pretraining Guillaume Lample Alexis Conneau 104 2,748 0 22 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling Paweł Budzianowski Tsung-Hsien Wen Bo-Hsiang Tseng I. Casanueva Stefan Ultes Osman Ramadan Milica Gasic 184 1,324 0 29 Sep 2018
Improving Response Selection in Multi-Turn Dialogue Systems by Incorporating Domain Knowledge Debanjan Chaudhuri Agustinus Kristiadi Jens Lehmann Asja Fischer 60 26 0 10 Sep 2018
Guiding Deep Learning System Testing using Surprise Adequacy Jinhan Kim R. Feldt S. Yoo AAML ELM 74 432 0 25 Aug 2018
TensorFuzz: Debugging Neural Networks with Coverage-Guided Fuzzing Augustus Odena Ian Goodfellow AAML 61 322 0 28 Jul 2018
Concolic Testing for Deep Neural Networks Youcheng Sun Min Wu Wenjie Ruan Xiaowei Huang Marta Kwiatkowska Daniel Kroening 63 334 0 30 Apr 2018
Rasa: Open Source Language Understanding and Dialogue Management Tom Bocklisch Joe Faulkner Nick Pawlowski Alan Nichol VLM 47 429 0 14 Dec 2017
DeepTest: Automated Testing of Deep-Neural-Network-driven Autonomous Cars Yuchi Tian Kexin Pei Suman Jana Baishakhi Ray AAML 67 1,360 0 28 Aug 2017
DeepXplore: Automated Whitebox Testing of Deep Learning Systems Kexin Pei Yinzhi Cao Junfeng Yang Suman Jana AAML 102 1,371 0 18 May 2017
On Human Intellect and Machine Failures: Troubleshooting Integrative Machine Learning Systems Besmira Nushi Ece Kamar Eric Horvitz Donald Kossmann 65 77 0 24 Nov 2016
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems Tsung-Hsien Wen Milica Gasic N. Mrksic Pei-hao Su David Vandyke S. Young 104 951 0 07 Aug 2015