Compressive Sensing Using Iterative Hard Thresholding with Low Precision Data Representation: Theory and Applications
Gurel, Nezihe Merve, Kara, Kaan, Stojanov, Alen, Smith, Tyler, Lemmin, Thomas, Alistarh, Dan, Puschel, Markus, Zhang, Ce
Published in IEEE transactions on signal processing (01.01.2020)
Published in IEEE transactions on signal processing (01.01.2020)
Get full text
Journal Article
Repeated Random Sampling for Minimizing the Time-to-Accuracy of Learning
Okanovic, Patrik, Waleffe, Roger, Mageirakos, Vasilis, Nikolakakis, Konstantinos E, Karbasi, Amin, Kalogerias, Dionysis, Gürel, Nezihe Merve, Rekatsinas, Theodoros
Year of Publication 28.05.2023
Year of Publication 28.05.2023
Get full text
Journal Article
A Data Quality-Driven View of MLOps
Renggli, Cedric, Rimanic, Luka, Gürel, Nezihe Merve, Karlaš, Bojan, Wu, Wentao, Zhang, Ce
Year of Publication 15.02.2021
Year of Publication 15.02.2021
Get full text
Journal Article
Online Active Model Selection for Pre-trained Classifiers
Karimi, Mohammad Reza, Gürel, Nezihe Merve, Karlaš, Bojan, Rausch, Johannes, Zhang, Ce, Krause, Andreas
Year of Publication 19.10.2020
Year of Publication 19.10.2020
Get full text
Journal Article
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models
Kang, Mintong, Gürel, Nezihe Merve, Yu, Ning, Song, Dawn, Li, Bo
Published in arXiv.org (30.07.2024)
Get full text
Published in arXiv.org (30.07.2024)
Paper
Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions
Karlaš, Bojan, Li, Peng, Wu, Renzhi, Gürel, Nezihe Merve, Chu, Xu, Wu, Wentao, Zhang, Ce
Year of Publication 11.05.2020
Year of Publication 11.05.2020
Get full text
Journal Article
Denoising radio interferometric images by subspace clustering
Gurel, Nezihe Merve, Hurley, Paul, Simeoni, Matthieu
Published in 2017 IEEE International Conference on Image Processing (ICIP) (01.09.2017)
Published in 2017 IEEE International Conference on Image Processing (ICIP) (01.09.2017)
Get full text
Conference Proceeding
FIVES: Feature Interaction Via Edge Search for Large-Scale Tabular Data
Xie, Yuexiang, Wang, Zhen, Li, Yaliang, Ding, Bolin, Gürel, Nezihe Merve, Zhang, Ce, Huang, Minlie, Lin, Wei, Zhou, Jingren
Year of Publication 28.07.2020
Year of Publication 28.07.2020
Get full text
Journal Article
Compressive Sensing Using Iterative Hard Thresholding with Low Precision Data Representation: Theory and Applications
Gürel, Nezihe Merve, Kaan Kara, Stojanov, Alen, Smith, Tyler, Lemmin, Thomas, Alistarh, Dan, Püschel, Markus, Zhang, Ce
Published in arXiv.org (29.07.2020)
Published in arXiv.org (29.07.2020)
Get full text
Paper
Journal Article
DMLR: Data-centric Machine Learning Research -- Past, Present and Future
Oala, Luis, Maskey, Manil, Bat-Leah, Lilith, Parrish, Alicia, Gürel, Nezihe Merve, Kuo, Tzu-Sheng, Liu, Yang, Dror, Rotem, Brajovic, Danilo, Yao, Xiaozhe, Bartolo, Max, Rojas, William A Gaviria, Hileman, Ryan, Aliment, Rainier, Mahoney, Michael W, Risdal, Meg, Lease, Matthew, Samek, Wojciech, Dutta, Debojyoti, Northcutt, Curtis G, Coleman, Cody, Hancock, Braden, Koch, Bernard, Tadesse, Girmaw Abebe, Karlaš, Bojan, Alaa, Ahmed, Dieng, Adji Bousso, Noy, Natasha, Reddi, Vijay Janapa, Zou, James, Paritosh, Praveen, van der Schaar, Mihaela, Bollacker, Kurt, Aroyo, Lora, Zhang, Ce, Vanschoren, Joaquin, Guyon, Isabelle, Mattson, Peter
Year of Publication 21.11.2023
Year of Publication 21.11.2023
Get full text
Journal Article
Knowledge Enhanced Machine Learning Pipeline against Diverse Adversarial Attacks
Gürel, Nezihe Merve, Qi, Xiangyu, Rimanic, Luka, Zhang, Ce, Li, Bo
Published in arXiv.org (15.03.2022)
Get full text
Published in arXiv.org (15.03.2022)
Paper
Online Active Model Selection for Pre-trained Classifiers
Karimi, Mohammad Reza, Gürel, Nezihe Merve, Karlaš, Bojan, Rausch, Johannes, Zhang, Ce, Krause, Andreas
Published in arXiv.org (17.04.2021)
Get full text
Published in arXiv.org (17.04.2021)
Paper
A Data Quality-Driven View of MLOps
Renggli, Cedric, Rimanic, Luka, Gürel, Nezihe Merve, Karlaš, Bojan, Wu, Wentao, Zhang, Ce
Published in arXiv.org (15.02.2021)
Get full text
Published in arXiv.org (15.02.2021)
Paper