v1v2v3 (latest)

Challenges in Deploying Machine Learning: a Survey of Case Studies

18 November 2020

Papers citing "Challenges in Deploying Machine Learning: a Survey of Case Studies"

50 / 114 papers shown

Title
Q-SafeML: Safety Assessment of Quantum Machine Learning via Quantum Distance Metrics Oliver Dunn Koorosh Aslansefat Y. Papadopoulos 0 0 0 04 Sep 2025
Convergence and Generalization of Anti-Regularization for Parametric Models Dongseok Kim Wonjun Jeong Gisung Oh 32 0 0 24 Aug 2025
The Hardness of Achieving Impact in AI for Social Impact Research: A Ground-Level View of Challenges & Opportunities Aditya Majumdar Wenbo Zhang Kashvi Prawal A. Yadav 57 1 0 13 Jun 2025
REMEDI: Relative Feature Enhanced Meta-Learning with Distillation for Imbalanced Prediction Fei Liu Huanhuan Ren Yu Guan Xiuxu Wang Wang Lv Zhiqiang Hu Y. Chen 99 0 0 12 May 2025
Scalability and Maintainability Challenges and Solutions in Machine Learning: Systematic Literature Review Karthik Shivashankar Ghadi S. Al Hajj Antonio Martini 163 0 0 15 Apr 2025
Generating Skyline Datasets for Data Science Models Mengying Wang Hanchao Ma Yiyang Bian Yangxin Fan Yinghui Wu 94 1 0 16 Feb 2025
Uncertainty Guarantees on Automated Precision Weeding using Conformal Prediction P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 103 0 0 13 Jan 2025
Machine Learning Operations: A Mapping Study Abhijit Chakraborty Suddhasvatta Das Kevin Gary 86 0 0 28 Sep 2024
Exploratory Visual Analysis for Increasing Data Readiness in Artificial Intelligence Projects Mattias Tiger Daniel Jakobsson Anders Ynnerman Fredrik Heintz Daniel Jonsson 74 0 0 05 Sep 2024
Explanatory Model Monitoring to Understand the Effects of Feature Shifts on Performance Thomas Decker Alexander Koebler Michael Lebacher Ingo Thon Volker Tresp Florian Buettner 104 2 0 24 Aug 2024
Experimentation, deployment and monitoring Machine Learning models: Approaches for applying MLOps Diego Nogare Ismar Frango Silveira 28 2 0 20 Aug 2024
Maintainability Challenges in ML: A Systematic Literature Review Karthik Shivashankar Antonio Martini 99 11 0 17 Aug 2024
Being Accountable is Smart: Navigating the Technical and Regulatory Landscape of AI-based Services for Power Grid Anna Volkova Mahdieh Hatamian Fan Yang Bin Cui 102 3 0 02 Aug 2024
Deepfake Media Forensics: State of the Art and Challenges Ahead Irene Amerini Mauro Barni Sebastiano Battiato Paolo Bestagini Giulia Boato ... Davide Salvi Stefano Tubaro Claudia Melis Tonti Massimo Villari D. Vitulano AAML 173 10 0 01 Aug 2024
Automatic Data Labeling for Software Vulnerability Prediction Models: How Far Are We? Triet Huynh Muhammad Ali Babar 109 5 0 25 Jul 2024
On the Limitations of Compute Thresholds as a Governance Strategy Sara Hooker 190 21 0 08 Jul 2024
A Formal Model for Artificial Intelligence Applications in Automation Systems Marvin Schieseck Philip Topalis L. Reinpold Felix Gehlhoff Alexander Fay 75 1 0 03 Jul 2024
Data Issues in Industrial AI System: A Meta-Review and Research Strategy Xuejiao Li Cheng Yang Charles Møller Jay Lee 81 2 0 22 Jun 2024
The Penalized Inverse Probability Measure for Conformal Classification P. Melki Lionel Bombrun Boubacar Diallo Jérôme Dias Jean-Pierre da Costa 102 3 0 13 Jun 2024
Continuous fake media detection: adapting deepfake detectors to new generative techniques Francesco Tassone Luca Maiano Irene Amerini 108 8 0 12 Jun 2024
Artificial Intelligence in Industry 4.0: A Review of Integration Challenges for Industrial Systems Alexander Windmann Philipp Wittenberg Marvin Schieseck Oliver Niggemann AI4CE 104 10 0 28 May 2024
A System for Quantifying Data Science Workflows with Fine-Grained Procedural Logging and a Pilot Study Jinjin Zhao Avidgor Gal Sanjay Krishnan 103 0 0 28 May 2024
The AI-DEC: A Card-based Design Method for User-centered AI Explanations Christine P. Lee M. Lee Bilge Mutlu HAI 109 6 0 26 May 2024
Requirements are All You Need: The Final Frontier for End-User Software Engineering Diana Robinson Christian Cabrera Andrew D. Gordon Neil D. Lawrence Lars Mennen 110 7 0 22 May 2024
Naming the Pain in Machine Learning-Enabled Systems Engineering Marcos Kalinowski Daniel Méndez G. Giray Antonio Pedro Santos Alves Kelly Azevedo ... Stefan Biffl Jürgen Musil Michael Felderer N. Lavesson T. Gorschek 99 6 0 20 May 2024
How to Sustainably Monitor ML-Enabled Systems? Accuracy and Energy Efficiency Tradeoffs in Concept Drift Detection Rafiullah Omar Justus Bogner J. Leest Vincenzo Stoico Patricia Lago H. Muccini 111 3 0 30 Apr 2024
Human-in-the-Loop Synthetic Text Data Inspection with Provenance Tracking Hong Jin Kang Fabrice Harel-Canada Muhammad Ali Gulzar Violet Peng Yang Wang 151 6 0 29 Apr 2024
AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models Zhiqiang Tang Haoyang Fang Su Zhou Taojiannan Yang Zihan Zhong Tony Hu Katrin Kirchhoff George Karypis 151 19 0 24 Apr 2024
A Cyber Manufacturing IoT System for Adaptive Machine Learning Model Deployment by Interactive Causality Enabled Self-Labeling Yutian Ren Yuqi He Xuyin Zhang A. Yen G. P. Li 97 0 0 09 Apr 2024
Semi-Supervised Learning for Deep Causal Generative Models Yasin Ibrahim Hermione Warr Konstantinos Kamnitsas OOD MedIm CML GAN 119 2 0 27 Mar 2024
"We Have No Idea How Models will Behave in Production until Production": How Engineers Operationalize Machine Learning Shreya Shankar Rolando Garcia J. M. Hellerstein Aditya G. Parameswaran 113 14 0 25 Mar 2024
Go Beyond Black-box Policies: Rethinking the Design of Learning Agent for Interpretable and Verifiable HVAC Control Zhiyu An Xianzhong Ding Wan Du OffRL AI4CE 147 8 0 29 Feb 2024
An Empirical Study of Challenges in Machine Learning Asset Management Zhimin Zhao Yihao Chen A. A. Bangash Bram Adams Ahmed E. Hassan 114 10 0 25 Feb 2024
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks Using the Marginal Likelihood Rayen Dhahri Alexander Immer Bertrand Charpentier Stephan Günnemann Vincent Fortuin BDL UQCV 113 6 0 25 Feb 2024
Retrieve, Merge, Predict: Augmenting Tables with Data Lakes Riccardo Cappuzzo Aimee Coelho Felix Lefebvre Paolo Papotti Gaël Varoquaux 96 8 0 09 Feb 2024
Self-sustaining Software Systems (S4): Towards Improved Interpretability and Adaptation Christian Cabrera Andrei Paleyes Neil D. Lawrence 96 4 0 21 Jan 2024
Two-Stage Surrogate Modeling for Data-Driven Design Optimization with Application to Composite Microstructure Generation Farhad Pourkamali-Anaraki Jamal F. Husseini E. Pineda B. Bednarcyk Scott E. Stapleton AI4CE 167 4 0 04 Jan 2024
MULTI-CASE: A Transformer-based Ethics-aware Multimodal Investigative Intelligence Framework M. T. Fischer Yannick Metz Lucas Joos Matthias Miller Daniel A. Keim 97 3 0 03 Jan 2024
The State of Documentation Practices of Third-party Machine Learning Models and Datasets Ernesto Lang Oreamuno Rohan Faiyaz Khan A. A. Bangash Catherine Stinson Bram Adams 96 4 0 22 Dec 2023
Seeing the random forest through the decision trees. Supporting learning health systems from histopathology with machine learning models: Challenges and opportunities Ricardo Gonzalez Ashirbani Saha Clinton J.V. Campbell Peyman Nejat Cynthia Lokker Andrew P. Norgan 105 15 0 06 Dec 2023
Adinkra Symbol Recognition using Classical Machine Learning and Deep Learning Michael Adjeisah K. Asamoah Martha Asamoah Yeboah Raji Rafiu King Godwin Ferguson Achaab Kingsley Adjei 104 0 0 27 Nov 2023
Analyzing the Evolution and Maintenance of ML Models on Hugging Face Joel Castaño Martínez-Fernández Silverio Xavier Franch Justus Bogner 106 33 0 22 Nov 2023
Designing monitoring strategies for deployed machine learning algorithms: navigating performativity through a causal lens Jean Feng Adarsh Subbaswamy Alexej Gossmann Harvineet Singh B. Sahiner Mi-Ok Kim Gene Pennello N. Petrick Romain Pirracchio Fan Xia 102 5 0 20 Nov 2023
On Leakage in Machine Learning Pipelines Leonard Sasse Eliana Nicolaisen-Sobesky Juergen Dukart Simon B. Eickhoff Michael Götz ... Abhijit Kulkarni Juha Lahnakoski Bradley C. Love F. Raimondo K. Patil AI4CE 105 6 0 07 Nov 2023
Security Challenges in Autonomous Systems Design Mohammad Hamad Sebastian Steinhorst AAML 70 2 0 05 Nov 2023
Improving Fairness using Vision-Language Driven Image Augmentation Moreno DÍncà Christos Tzelepis Ioannis Patras N. Sebe 133 14 0 02 Nov 2023
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing Clifford Broni-Bediako Junshi Xia Naoto Yokoya 116 12 0 12 Sep 2023
Prompt2Model: Generating Deployable Models from Natural Language Instructions Vijay Viswanathan Chenyang Zhao Amanda Bertsch Tongshuang Wu Graham Neubig 96 44 0 23 Aug 2023
MLOps: A Review S. Wazir Gautam Siddharth Kashyap P. Saxena 85 70 0 19 Aug 2023
Challenges and Opportunities of Using Transformer-Based Multi-Task Learning in NLP Through ML Lifecycle: A Survey Lovre Torbarina Tin Ferkovic Lukasz Roguski Velimir Mihelčić Bruno Šarlija Z. Kraljevic 123 5 0 16 Aug 2023