TK
Tim Kraska
cs.DBcs.LGcs.AIcs.DCstat.MLcs.CLcs.DScs.IRcs.CVcs.HC
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
82 papers in the corpus · 2011–2026Carnot: 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
Tailwind: A Practical Framework for Query Accelerators2604.28079v2 · Geoffrey X. Yu, Ryan Marcus, Tim Kraska2026 · 0 citationsarXiv
Archi: Agentic Operations at the CMS Experiment2606.04755v1 · Pietro Lugato, Luca Lavezzo, Jason Mohoney et al.2026 · 0 citationsarXiv
Recursive Language Models2512.24601v3 · Alex L. Zhang, Tim Kraska, Omar Khattab2025 · 1 citationarXiv
KramaBench: A Benchmark for AI Systems on Data-to-Insight Pipelines over Data Lakes2506.06541v3 · Eugenie Lai, Gerardo Vitagliano, Ziyu Zhang et al.2025 · 0 citationsarXiv
Abacus: A Cost-Based Optimizer for Semantic Operator Systems2505.14661v3 · Matthew Russo, Chunwei Liu, Sivaprasad Sudhir et al.2025 · 2 citationsPVLDB, 19(5): 1060 - 1073, 2026
Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics2509.02751v1 · Matthew Russo, Tim Kraska2025 · 0 citationsarXiv
PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking2506.16379v1 · Yan Zhou, Chunwei Liu, Bhuvan Urgaonkar et al.2025 · 10 citationsarXiv
Parachute: Single-Pass Bi-Directional Information Passing2506.13670v1 · Mihail Stoian, Andreas Zimmerer, Skander Krid et al.2025 · 3 citationsarXiv
SQLens: An End-to-End Framework for Error Detection and Correction in Text-to-SQL2506.04494v1 · Yue Gong, Chuan Lei, Xiao Qin et al.2025 · 3 citationsarXiv
TailorSQL: An NL2SQL System Tailored to Your Query Workload2505.23039v1 · Kapil Vaidya, Jialin Ding, Sebastian Kosak et al.2025 · 1 citationarXiv
The Cambridge Report on Database Research2504.11259v1 · Anastasia Ailamaki, Samuel Madden, Daniel Abadi et al.2025 · 3 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
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
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
PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design2403.05676v1 · Wenqi Jiang, Shuai Zhang, Boran Han et al.2024 · 1 citationarXiv
Stage: Query Execution Time Prediction in Amazon Redshift2403.02286v1 · Ziniu Wu, Ryan Marcus, Zhengchun Liu et al.2024 · 26 citationsarXiv
LISA: A Case For Learned Index based Acceleration of Biological Sequence Analysis10.1101/2020.12.22.423964v3 · Ho, D., Kalikar, S., Misra, S. et al.2020 · 6 citationsbioRxiv
Parallel External Sorting of ASCII Records Using Learned Models2305.05671v1 · Ani Kristo, Tim Kraska2023 · 0 citationsarXiv
Bao: Learning to Steer Query Optimizers2004.03814v1 · Ryan Marcus, Parimarjan Negi, Hongzi Mao et al.2020 · 17 citationsarXiv
Learned Garbage Collection2004.13301v1 · Lujing Cen, Ryan Marcus, Hongzi Mao et al.2020 · 9 citationsarXiv
Benchmarking Learned Indexes2006.12804v2 · Ryan Marcus, Andreas Kipf, Alexander van Renen et al.2020 · 155 citationsarXiv
FactorJoin: A New Cardinality Estimation Framework for Join Queries2212.05526v1 · Ziniu Wu, Parimarjan Negi, Mohammad Alizadeh et al.2022 · 56 citationsarXiv
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)
LSI: A Learned Secondary Index Structure2205.05769v1 · Andreas Kipf, Dominik Horn, Pascal Pfeil et al.2022 · 0 citationsarXiv
The Case for Learned In-Memory Joins2111.08824v2 · Ibrahim Sabek, Tim Kraska2021 · 15 citationsarXiv
Bounding the Last Mile: Efficient Learned String Indexing2111.14905v1 · Benjamin Spector, Andreas Kipf, Kapil Vaidya et al.2021 · 7 citationsarXiv
Towards Practical Learned Indexing2108.05117v2 · Mihail Stoian, Andreas Kipf, Ryan Marcus et al.2021 · 0 citationsarXiv
When Are Learned Models Better Than Hash Functions?2107.01464v1 · Ibrahim Sabek, Kapil Vaidya, Dominik Horn et al.2021 · 2 citationsarXiv
MISIM: A Neural Code Semantics Similarity System Using the Context-Aware Semantics Structure2006.05265v6 · Fangke Ye, Shengtian Zhou, Anand Venkat et al.2020 · 5 citationsarXiv
LEA: A Learned Encoding Advisor for Column Stores2105.08830v1 · Lujing Cen, Andreas Kipf, Ryan Marcus et al.2021 · 9 citationsarXiv
TagMe: GPS-Assisted Automatic Object Annotation in Videos2103.13428v1 · Songtao He, Favyen Bastani, Mohammad Alizadeh et al.2021 · 0 citationsarXiv
Flow-Loss: Learning Cardinality Estimates That Matter2101.04964v1 · Parimarjan Negi, Ryan Marcus, Andreas Kipf et al.2021 · 10 citationsarXiv
Fast Mapping onto Census Blocks2005.03156v2 · Jeremy Kepner, Andreas Kipf, Darren Engwirda et al.2020 · 8 citationsarXiv
Learned Indexes for a Google-scale Disk-based Database2012.12501v1 · Hussam Abu-Libdeh, Deniz Alt\inbuken, Alex Beutel et al.2020 · 14 citationsarXiv
Cortex: Harnessing Correlations to Boost Query Performance2012.06683v1 · Vikram Nathan, Jialin Ding, Tim Kraska et al.2020 · 2 citationsarXiv
Partitioned Learned Bloom Filter2006.03176v2 · Kapil Vaidya, Eric Knorr, Tim Kraska et al.2020 · 4 citationsarXiv
DBOS: A Proposal for a Data-Centric Operating System2007.11112v1 · Michael Cafarella, David DeWitt, Vijay Gadepally et al.2020 · 4 citationsarXiv
ALEX: An Updatable Adaptive Learned Index1905.08898v2 · Jialin Ding, Umar Farooq Minhas, Jia Yu et al.2019 · 319 citationsarXiv
Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads2006.13282v1 · Jialin Ding, Vikram Nathan, Mohammad Alizadeh et al.2020 · 19 citationsarXiv
RadixSpline: A Single-Pass Learned Index2004.14541v2 · Andreas Kipf, Ryan Marcus, Alexander van Renen et al.2020 · 25 citationsarXiv
Chiller: Contention-centric Transaction Execution and Data Partitioning for Modern Networks1811.12204v2 · Erfan Zamanian, Julian Shun, Carsten Binnig et al.2018 · 34 citationsarXiv
Neo: A Learned Query Optimizer1904.03711v1 · Ryan Marcus, Parimarjan Negi, Hongzi Mao et al.2019 · 381 citationsarXiv
FITing-Tree: A Data-aware Index Structure1801.10207v2 · Alex Galakatos, Michael Markovitch, Carsten Binnig et al.2018 · 70 citationsSIGMOD (2019) 1189-1206
Context-Aware Parse Trees2003.11118v1 · Fangke Ye, Shengtian Zhou, Anand Venkat et al.2020 · 2 citationsarXiv
ARDA: Automatic Relational Data Augmentation for Machine Learning2003.09758v1 · Nadiia Chepurko, Ryan Marcus, Emanuel Zgraggen et al.2020 · 4 citationsarXiv
MLSys: The New Frontier of Machine Learning Systems1904.03257v3 · Alexander Ratner, Dan Alistarh, Gustavo Alonso et al.2019 · 20 citationsarXivon Valency
STAR: Statistical Tests with Auditable Results1901.10875v2 · Sacha Servan-Schreiber, Olga Ohrimenko, Tim Kraska et al.2019 · 1 citationarXiv
Career total: 256 works. 82 are in this corpus.Showing the 50 most recent.
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