SM
Samuel Madden
cs.DBcs.LGcs.CVcs.DCcs.AIcs.CLcs.PFcs.PLcs.SIstat.ML
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
80 papers in the corpus · 2009–2026Chronos: Efficient Bolt-on Branching Across Data Stores for Stateful Agentic Applications2609.14889v2 · Xinjing Zhou, Jason Mohoney, Samuel Madden et al.2026 · 0 citationsarXiv
Carnot: Interpretable, Interactive, and Optimized Execution of Deep Research Queries2608.09532v1 · Matthew Russo, Yash Agarwal, Tianyu Li et al.2026 · 0 citationsProceedings of the VLDB Endowment, Vol. 19, No. 12 pages 4642 - 4645, 2026
PEEK: Context Map as an Orientation Cache for Long-Context LLM Agents2605.19932v1 · Zhuohan Gu, Qizheng Zhang, Omar Khattab et al.2026 · 0 citationsarXiv
SAGE: Selective Attention-Guided Extraction for Token-Efficient Document Indexing2604.15583v2 · Xinzhi Wang, Peter Baile Chen, Gerardo Vitagliano et al.2026 · 0 citationsarXiv
Improving DBMS Scheduling Decisions with Fine-grained Performance Prediction on Concurrent Queries -- Extended2501.16256v2 · Ziniu Wu, Markos Markakis, Chunwei Liu et al.2025 · 0 citationsarXiv
Is the GPU Half-Empty or Half-Full? Practical Scheduling Techniques for LLMs2410.17840v2 · Ferdi Kossmann, Bruce Fontaine, Daya Khudia et al.2024 · 0 citationsarXiv
Destined for destruction: The role of methionine aminopeptidases and plant cysteine oxidases in N-degron formation.39875105 · Fuentes-Terrón, Andrea, Latter, Rebecca, Madden, Samuel et al.2025 · 13 citationsPlant physiology. 2024;197(1)
Distributed Speculative Execution for Resilient Cloud Applications2412.13314v1 · Tianyu Li, Badrish Chandramouli, Philip A. Bernstein et al.2024 · 2 citationsarXiv
Blueprinting the Cloud: Unifying and Automatically Optimizing Cloud Data Infrastructures with BRAD -- Extended Version2407.15363v1 · Geoffrey X. Yu, Ziniu Wu, Ferdi Kossmann et al.2024 · 7 citationsarXiv
Extract-Transform-Load for Video Streams2310.04830v1 · Ferdinand Kossmann, Ziniu Wu, Eugenie Lai et al.2023 · 15 citationsProc. VLDB Endow. 16, 9 (May 2023), 2302-2315
CascadeServe: Unlocking Model Cascades for Inference Serving2406.14424v1 · Ferdi Kossmann, Ziniu Wu, Alex Turk et al.2024 · 1 citationarXiv
A Declarative System for Optimizing AI Workloads2405.14696v2 · Chunwei Liu, Matthew Russo, Michael Cafarella et al.2024 · 5 citationsarXiv
SEED: Domain-Specific Data Curation With Large Language Models2310.00749v3 · Zui Chen, Lei Cao, Sam Madden et al.2023 · 8 citationsarXiv
Optimizing Disjunctive Queries with Tagged Execution2404.09109v2 · Albert Kim, Samuel Madden2024 · 3 citationsarXiv
Rapid Sampling for Visualizations with Ordering Guarantees.26779380 · Kim, Albert, Blais, Eric, Parameswaran, Aditya et al.2024 · 102 citationsProceedings of the VLDB Endowment. International Conference on Very Large Data Bases. 2015;8(5):521-532
Kairos: Efficient Temporal Graph Analytics on a Single Machine2401.02563v1 · Joana M. F. da Trindade, Julian Shun, Samuel Madden et al.2024 · 0 citationsarXiv
What do surrogate safety metrics measure? Understanding driving safety as a continuum.38029554 · Bin-Nun, Amitai Y, Lizarazo, Cristhian, Panasci, Anthony et al.2024 · 6 citationsAccident; analysis and prevention. 2024;195:107245
Optimizing Query Predicates with Disjunctions for Column-Oriented Engines2002.00540v3 · Albert Kim, Atalay Mert Ileri, Sam Madden2020 · 0 citationsarXiv
SeeSaw: Interactive Ad-hoc Search Over Image Databases2208.06497v2 · Oscar Moll, Manuel Favela, Samuel Madden et al.2022 · 7 citationsarXiv
Interpretable Outlier Summarization2303.06261v3 · Yu Wang, Lei Cao, Yizhou Yan et al.2023 · 0 citationsarXiv
Lingua Manga: A Generic Large Language Model Centric System for Data Curation2306.11702v2 · Zui Chen, Lei Cao, Sam Madden2023 · 5 citationsarXiv
RoTaR: Efficient Row-Based Table Representation Learning via Teacher-Student Training2306.11696v1 · Zui Chen, Lei Cao, Sam Madden2023 · 0 citationsarXiv
Interleaving Pre-Trained Language Models and Large Language Models for Zero-Shot NL2SQL Generation2306.08891v1 · Zihui Gu, Ju Fan, Nan Tang et al.2023 · 7 citationsarXiv
RITA: Group Attention is All You Need for Timeseries Analytics2306.01926v1 · Jiaming Liang, Lei Cao, Samuel Madden et al.2023 · 3 citationsarXiv
Measuring racial and ethnic disparities in traffic enforcement with large-scale telematics data.36714855 · Cai, William, Gaebler, Johann, Kaashoek, Justin et al.2023 · 11 citationsPNAS nexus. 2022;1(4):pgac144
FactorJoin: A New Cardinality Estimation Framework for Join Queries2212.05526v1 · Ziniu Wu, Parimarjan Negi, Mohammad Alizadeh et al.2022 · 56 citationsarXiv
Plant Cysteine Oxidase Oxygen-Sensing Function Is Conserved in Early Land Plants and Algae.36281301 · Taylor-Kearney, Leah J, Madden, Samuel, Wilson, Jack et al.2022 · 24 citationsACS bio & med chem Au. 2022;2(5):521-528
ExSample: Efficient Searches on Video Repositories through Adaptive Sampling2005.09141v3 · Oscar Moll, Favyen Bastani, Sam Madden et al.2020 · 16 citations2022 IEEE 38th International Conference on Data Engineering (ICDE)
Self-Supervised Multi-Object Tracking with Cross-Input Consistency2111.05943v1 · Favyen Bastani, Songtao He, Sam Madden2021 · 3 citationsarXiv
SkyQuery: An Aerial Drone Video Sensing Platform2103.14699v2 · Favyen Bastani, Songtao He, Ziwen Jiang et al.2021 · 6 citationsarXiv
Updating Street Maps using Changes Detected in Satellite Imagery2110.06456v1 · Favyen Bastani, Songtao He, Satvat Jagwani et al.2021 · 5 citationsarXiv
Beyond Road Extraction: A Dataset for Map Update using Aerial Images2110.04690v1 · Favyen Bastani, Sam Madden2021 · 19 citationsarXiv
RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation2012.02469v2 · Nan Tang, Ju Fan, Fangyi Li et al.2020 · 8 citationsarXiv
MultiScope: Efficient Video Pre-processing for Exploratory Video Analytics2103.14695v1 · Favyen Bastani, Sam Madden2021 · 0 citationsarXiv
TagMe: GPS-Assisted Automatic Object Annotation in Videos2103.13428v1 · Songtao He, Favyen Bastani, Mohammad Alizadeh et al.2021 · 0 citationsarXiv
SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics.26779379 · Vartak, Manasi, Rahman, Sajjadur, Madden, Samuel et al.2021 · 227 citationsProceedings of the VLDB Endowment. International Conference on Very Large Data Bases. 2015;8(13):2182-2193
Decibel: The Relational Dataset Branching System.28149668 · Maddox, Michael, Goehring, David, Elmore, Aaron J et al.2021 · 40 citationsProceedings of the VLDB Endowment. International Conference on Very Large Data Bases. 2016;9(9):624-635
Collaborative Data Analytics with DataHub.26844007 · Bhardwaj, Anant, Karger, David, Subramanyam, Harihar et al.2020 · 56 citationsProceedings of the VLDB Endowment. International Conference on Very Large Data Bases. 2015;8(12):1916-1919
Sat2Graph: Road Graph Extraction through Graph-Tensor Encoding2007.09547v1 · Songtao He, Favyen Bastani, Satvat Jagwani et al.2020 · 121 citationsarXiv
Unnatural Language Processing: Bridging the Gap Between Synthetic and Natural Language Data2004.13645v1 · Alana Marzoev, Samuel Madden, M. Frans Kaashoek et al.2020 · 27 citationsarXiv
A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics (Extended Version)2003.01178v1 · Anil Shanbhag, Samuel Madden, Xiangyao Yu2020 · 0 citationsarXiv
Deductive Optimization of Relational Data Storage1903.03229v3 · John K. Feser, Samuel Madden, Nan Tang et al.2019 · 5 citationsarXiv
RoadTagger: Robust Road Attribute Inference with Graph Neural Networks1912.12408v1 · Songtao He, Favyen Bastani, Satvat Jagwani et al.2019 · 37 citationsarXiv
MLSys: The New Frontier of Machine Learning Systems1904.03257v3 · Alexander Ratner, Dan Alistarh, Gustavo Alonso et al.2019 · 20 citationsarXivon Valency
Dataset-On-Demand: Automatic View Search and Presentation for Data Discovery1911.11876v1 · Raul Castro Fernandez, Nan Tang, Mourad Ouzzani et al.2019 · 4 citationsarXiv
Starling: A Scalable Query Engine on Cloud Function Services1911.11727v1 · Matthew Perron, Raul Castro Fernandez, David DeWitt et al.2019 · 6 citationsarXiv
Inferring and Improving Street Maps with Data-Driven Automation1910.04869v2 · Favyen Bastani, Songtao He, Satvat Jagwani et al.2019 · 4 citationsarXiv
STAR: Scaling Transactions through Asymmetric Replication1811.02059v3 · Yi Lu, Xiangyao Yu, Samuel Madden2018 · 1 citationPVLDB, 12(11): 1316- 1329, 2019
Technical Report: Optimizing Human Involvement for Entity Matching and Consolidation1906.06574v1 · Ji Sun, Dong Deng, Ihab Ilyas et al.2019 · 1 citationarXiv
Machine-Assisted Map Editing1906.07138v1 · Favyen Bastani, Songtao He, Sofiane Abbar et al.2019 · 21 citationsProceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, pg 23-32, 2018
Career total: 434 works. 80 are in this corpus.Showing the 50 most recent.
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