CZ
Ce Zhang
cs.LGstat.MLcs.DCcs.DBcs.AIcs.CLmath.OCcs.CVcs.IRcs.CR
On Valency
published · living versionsW_u7fa5rax·v1 · currentpublished
MLSys: The New Frontier of Machine Learning Systems
with Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen +64
1 version
Preprints & journals
62 papers in the corpus · 2014–2026Digital support systems to improve child development in Peru: A cluster-randomized controlled open-label trial.41779842 · Fink, Günther, McCoy, Dana Charles, Jäggi, Lena et al.2026 · 4 citationsScience advances. 2026;12(10):eaeb9403
Staircase Streaming for Low-Latency Multi-Agent Inference2510.05059v1 · Junlin Wang, Jue Wang, Zhen (Zach) Xu et al.2025 · 0 citationsarXiv
Experiments as Code: A Concept for Reproducible, Auditable, Debuggable, Reusable, & Scalable Experiments2202.12050v1 · Leonel Aguilar, Michal Gath-Morad, Jascha Grubel et al.2022 · 1 citationarXiv
PIM-Opt: Demystifying Distributed Optimization Algorithms on a Real-World Processing-In-Memory System2404.07164v2 · Steve Rhyner, Haocong Luo, Juan G'omez-Luna et al.2024 · 22 citationsarXiv
DMLR: Data-centric Machine Learning Research -- Past, Present and Future2311.13028v2 · Luis Oala, Manil Maskey, Lilith Bat-Leah et al.2023 · 6 citationsarXiv
MS MARCO Web Search: a Large-scale Information-rich Web Dataset with Millions of Real Click Labels2405.07526v1 · Qi Chen, Xiubo Geng, Corby Rosset et al.2024 · 11 citationsarXiv
Extracting Databases from Dark Data with DeepDive.28316365 · Zhang, Ce, Shin, Jaeho, Ré, Christopher et al.2024 · 46 citationsProceedings. ACM-SIGMOD International Conference on Management of Data. 2016;2016:847-859
Digital Support Systems to Improve Child Health and Development in Peru: Protocol for a Randomized Controlled Trial.38096020 · Hartinger Pena, Stella Maria, Mäusezahl, Daniel, Jäggi, Lena et al.2023 · 8 citationsJMIR research protocols. 2023;12:e50371
RAB: Provable Robustness Against Backdoor Attacks2003.08904v8 · Maurice Weber, Xiaojun Xu, Bojan Karlas et al.2020 · 121 citationsarXiv
Improving Retrieval-Augmented Large Language Models via Data Importance Learning2307.03027v1 · Xiaozhong Lyu, Stefan Grafberger, Samantha Biegel et al.2023 · 4 citationsarXiv
Convolution-enhanced Evolving Attention Networks2212.08330v2 · Yujing Wang, Yaming Yang, Zhuo Li et al.2022 · 14 citationsarXiv
Fine-tuning Language Models over Slow Networks using Activation Compression with Guarantees2206.01299v3 · Jue Wang, Binhang Yuan, Luka Rimanic et al.2022 · 2 citationsarXiv
Toward Reliability in the NISQ Era: Robust Interval Guarantee for Quantum Measurements on Approximate States2110.09793v2 · Maurice Weber, Abhinav Anand, Alba Cervera-Lierta et al.2021 · 6 citationsPhys. Rev. Research 4, 033217, 2022
Reconstructing radial stem size changes of trees with machine learning.36128707 · Luković, Mirko, Zweifel, Roman, Thiry, Guillaume et al.2022 · 13 citationsJournal of the Royal Society, Interface. 2022;19(194):20220349
Automatic Feasibility Study via Data Quality Analysis for ML: A Case-Study on Label Noise2010.08410v4 · Cedric Renggli, Luka Rimanic, Luka Kolar et al.2020 · 8 citationsarXiv
Keyword Extraction in Scientific Documents2207.01888v2 · Susie Xi Rao, Piriyakorn Piriyatamwong, Parijat Ghoshal et al.2022 · 2 citationsarXiv
Efficient End-to-End AutoML via Scalable Search Space Decomposition2206.09423v2 · Yang Li, Yu Shen, Wentao Zhang et al.2022 · 27 citationsVLDB Journal, 2022
TransBO: Hyperparameter Optimization via Two-Phase Transfer Learning2206.02663v1 · Yang Li, Yu Shen, Huaijun Jiang et al.2022 · 13 citationsProceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2022)
Data Debugging with Shapley Importance over End-to-End Machine Learning Pipelines2204.11131v2 · Bojan Karlas, David Dao, Matteo Interlandi et al.2022 · 8 citationsarXiv
DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation2103.11109v6 · Boxin Wang, Fan Wu, Yunhui Long et al.2021 · 47 citationsarXiv
TableParser: Automatic Table Parsing with Weak Supervision from Spreadsheets2201.01654v1 · Susie Xi Rao, Johannes Rausch, Peter Egger et al.2022 · 0 citationsarXiv
RumbleML: program the lakehouse with JSONiq2112.12638v1 · Ghislain Fourny, David Dao, Can Berker Cikis et al.2021 · 0 citationsarXiv
Persia: An Open, Hybrid System Scaling Deep Learning-based Recommenders up to 100 Trillion Parameters2111.05897v3 · Xiangru Lian, Binhang Yuan, Xuefeng Zhu et al.2021 · 36 citationsarXiv
TSS: Transformation-Specific Smoothing for Robustness Certification2002.12398v5 · Linyi Li, Maurice Weber, Xiaojun Xu et al.2020 · 26 citationsarXiv
Evaluating Bayes Error Estimators on Real-World Datasets with FeeBee2108.13034v2 · Cedric Renggli, Luka Rimanic, Nora Hollenstein et al.2021 · 1 citationarXiv
Towards Automatic Bias Detection in Knowledge Graphs2109.10697v1 · Daphna Keidar, Mian Zhong, Ce Zhang et al.2021 · 10 citationsarXiv
Decoding EEG Brain Activity for Multi-Modal Natural Language Processing2102.08655v2 · Nora Hollenstein, Cedric Renggli, Benjamin Glaus et al.2021 · 51 citationsFrontiers of Human Neuroscience 2021
MFES-HB: Efficient Hyperband with Multi-Fidelity Quality Measurements2012.03011v2 · Yang Li, Yu Shen, Jiawei Jiang et al.2020 · 23 citationsThe Thirty-Fifth AAAI Conference on Artifici4l Intelligence (AAAI-2021)
VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition2107.08861v2 · Yang Li, Yu Shen, Wentao Zhang et al.2021 · 27 citations47th International Conference on Very Large Data Bases, VLDB 2021, PVLDB Volume 14, Issue 11
RosENet: Improving Binding Affinity Prediction by Leveraging Molecular Mechanics Energies with an Ensemble of 3D Convolutional Neural Networks.32392050 · Hassan-Harrirou, Hussein, Zhang, Ce, Lemmin, Thomas2021 · 127 citationsJournal of chemical information and modeling. 2020;60(6):2791-2802
Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing2009.10064v2 · Maurice Weber, Nana Liu, Bo Li et al.2020 · 42 citationsnpj Quantum Information 7, 76 (2021)
Online Active Model Selection for Pre-trained Classifiers2010.09818v3 · Mohammad Reza Karimi, Nezihe Merve Gurel, Bojan Karlas et al.2020 · 6 citationsarXiv
Distributed Learning Systems with First-order Methods2104.05245v1 · Ji Liu, Ce Zhang2021 · 38 citationsarXiv
Multilingual Language Models Predict Human Reading Behavior2104.05433v1 · Nora Hollenstein, Federico Pirovano, Ce Zhang et al.2021 · 44 citationsarXiv
A Data Quality-Driven View of MLOps2102.07750v1 · Cedric Renggli, Luka Rimanic, Nezihe Merve Gurel et al.2021 · 44 citationsarXiv
Efficient Automatic CASH via Rising Bandits2012.04371v1 · Yang Li, Jiawei Jiang, Jinyang Gao et al.2020 · 27 citationsProceedings of the AAAI Conference on Artificial Intelligence, 34(04), 4763-4771 (2020)
Learning User Representations with Hypercuboids for Recommender Systems2011.05742v1 · Shuai Zhang, Huoyu Liu, Aston Zhang et al.2020 · 18 citationsarXiv
On Convergence of Nearest Neighbor Classifiers over Feature Transformations2010.07765v1 · Luka Rimanic, Cedric Renggli, Bo Li et al.2020 · 9 citationsarXiv
A Principled Approach to Data Valuation for Federated Learning2009.06192v1 · Tianhao Wang, Johannes Rausch, Ce Zhang et al.2020 · 181 citationsarXiv
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms1908.08619v4 · Ruoxi Jia, David Dao, Boxin Wang et al.2019 · 173 citationsPVLDB, 12(11): 1610-1623, 2019
ZuCo 2.0: A Dataset of Physiological Recordings During Natural Reading and Annotation1912.00903v3 · Nora Hollenstein, Marius Troendle, Ce Zhang et al.2019 · 29 citationsarXiv
Data Science through the looking glass and what we found there1912.09536v1 · Fotis Psallidas, Yiwen Zhu, Bojan Karlas et al.2019 · 13 citationsarXiv
MLSys: The New Frontier of Machine Learning Systems1904.03257v3 · Alexander Ratner, Dan Alistarh, Gustavo Alonso et al.2019 · 20 citationsarXivon Valency
Sensing Social Media Signals for Cryptocurrency News1903.11451v1 · Johannes Beck, Roberta Huang, David Lindner et al.2019 · 13 citationsarXiv
Distributed Learning over Unreliable Networks1810.07766v4 · Chen Yu, Hanlin Tang, Cedric Renggli et al.2018 · 20 citationsarXiv
ZuCo, a simultaneous EEG and eye-tracking resource for natural sentence reading.30531985 · Hollenstein, Nora, Rotsztejn, Jonathan, Troendle, Marius et al.2019 · 201 citationsScientific data. 2018;5:180291
Continuous Integration of Machine Learning Models with ease.ml/ci: Towards a Rigorous Yet Practical Treatment1903.00278v1 · Cedric Renggli, Bojan Karlas, Bolin Ding et al.2019 · 31 citationsarXiv
Exploring galaxy evolution with generative models1812.01114v2 · Kevin Schawinski, M. Dennis Turp, Ce Zhang2018 · 12 citationsarXiv
Asynchronous Decentralized Parallel Stochastic Gradient Descent1710.06952v3 · Xiangru Lian, Wei Zhang, Ce Zhang et al.2017 · 66 citationsarXiv
Predicting non-small cell lung cancer prognosis by fully automated microscopic pathology image features.27527408 · Yu, Kun-Hsing, Zhang, Ce, Berry, Gerald J et al.2018 · 1,026 citationsNature communications. 2016;7:12474
Career total: 171 works. 62 are in this corpus.Showing the 50 most recent.
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