Tim Kraska

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Timothy A. Kraska
Publication record
217 papers · 13,664 citations · H-index 58

PAPERS

Extract-Transform-Load for Video Streams
202319 citationsauthor #6
Parallel External Sorting of ASCII Records Using Learned Models
20233 citationsauthor #2
Unshackling Database Benchmarking from Synthetic Workloads
20234 citationsauthor #4
Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift
202336 citationsauthor #8
CorBit: Leveraging Correlations for Compressing Bitmap Indexes
20234 citationsauthor #6
Technical Perspective for Sherman: A Write-Optimized Distributed B+Tree Index on Disaggregated Memory
20239 citationsauthor #1
Check Out the Big Brain on BRAD: Simplifying Cloud Data Processing with Learned Automated Data Meshes
202313 citationsauthor #1
Hyperspecialized Compilation for Serverless Data Analytics
20232 citationsauthor #2
Robust Query Driven Cardinality Estimation under Changing Workloads
202380 citationsauthor #7
Designing an energy-efficient, learning-enhanced algorithm to sort 1TB of ASCII data
20230 citationsauthor #3
TreeLine: An Update-In-Place Key-Value Store for Modern Storage
202232 citationsauthor #6
FactorJoin: A New Cardinality Estimation Framework for Join Queries
202269 citationsauthor #4
Bao
20220 citationsauthor #6
LSI: a learned secondary index structure
20229 citationsauthor #5
SageDB: An Instance-Optimized Data Analytics System
202215 citationsauthor #8
ExSample: Efficient Searches on Video Repositories through Adaptive Sampling
20229 citationsauthor #6
SNARF: A Learning-Enhanced Range Filter
202234 citationsauthor #2
Self-Organizing Data Containers
20229 citationsauthor #3
Can Learned Models Replace Hash Functions?
202226 citationsauthor #6
LSched: A Workload-Aware Learned Query Scheduler for Analytical Database Systems
202227 citationsauthor #3
PLEX: Towards Practical Learned Indexing
202123 citationsauthor #4
Steering Query Optimizers: A Practical Take on Big Data Workloads
202153 citationsauthor #5
Instance-Optimized Data Layouts for Cloud Analytics Workloads
202151 citationsauthor #9
ML-In-Databases: Assessment and Prognosis
202113 citationsauthor #1
When Are Learned Models Better Than Hash Functions?
202112 citationsauthor #5
Davos: A System for Interactive Data-Driven Decision Making
202111 citationsauthor #8
The Case for Learned In-Memory Joins
202125 citationsauthor #2
Chiller
20218 citationsauthor #4
Davos
202111 citationsauthor #8
Bounding the Last Mile: Efficient Learned String Indexing
202127 citationsauthor #6
Towards Practical Learned Indexing
202110 citationsauthor #4
Flow-Loss: Learning Cardinality Estimates That Matter
202192 citationsauthor #6
Defeating duplicates: A re-design of the LearnedSort algorithm
202111 citationsauthor #3
DBOS: A DBMS-oriented Operating System
202128 citationsauthor #13
Towards a Benchmark for Learned Systems
202112 citationsauthor #3
LEA: A Learned Encoding Advisor for Column Stores
202111 citationsauthor #4
Towards instance-optimized data systems
202129 citationsauthor #1
Tuplex: Data Science in Python at Native Code Speed
202142 citationsauthor #4
TagMe: GPS-Assisted Automatic Object Annotation in Videos
20210 citationsauthor #6
LISA: Learned Indexes for Sequence Analysis
20215 citationsauthor #8
Living in a Candy Store - from being a PhD Student to Working as a Faculty Member on ML for Systems
20210 citationsauthor #1
Context-Aware Parse Trees
20202 citationsauthor #8
CDFShop: Exploring and Optimizing Learned Index Structures
202073 citationsauthor #3
MISIM: A Novel Code Similarity System.
202012 citationsauthor #10
Cost-Guided Cardinality Estimation: Focus Where it Matters
202032 citationsauthor #5
ARDA
202014 citationsauthor #5
DBOS: A Proposal for a Data-Centric Operating System
202011 citationsauthor #6
ExSample: Efficient Searches on Video Repositories through Adaptive Sampling
202031 citationsauthor #6
A Summary of Selected Recent Research Projects
20200 citationsauthor #1
The Case for a Learned Sorting Algorithm
202055 citationsauthor #5
Cortex: Harnessing Correlations to Boost Query Performance
20205 citationsauthor #3
A Polystore Based Database Operating System (DBOS)
20204 citationsauthor #6
RadixSpline: a single-pass learned index
2020209 citationsauthor #6
MISIM: An End-to-End Neural Code Similarity System
202023 citationsauthor #9
BeeCluster: drone orchestration via predictive optimization
202021 citationsauthor #9
Benchmarking learned indexes
2020175 citationsauthor #8
Partitioned Learned Bloom Filter
202035 citationsauthor #3
Bao: Making Learned Query Optimization Practical
2020269 citationsauthor #6
DB4ML - An In-Memory Database Kernel with Machine Learning Support
202030 citationsauthor #3
Poly'19 Workshop Summary
20202 citationsauthor #3
Big Data Visualization and Analytics: Future Research Challenges and Emerging Applications
202036 citationsauthor #7
Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads
2020172 citationsauthor #4
Learned garbage collection
202015 citationsauthor #6
The Seattle Report on Database Research
2020120 citationsauthor #18
Fast Mapping onto Census Blocks
20207 citationsauthor #5
MIRIS: Fast Object Track Queries in Video
202088 citationsauthor #8
Learned Indexes for a Google-scale Disk-based Database
202045 citationsauthor #6
Getting Swole: Generating Access-Aware Code with Predicate Pullups
202012 citationsauthor #3
MISIM: A Neural Code Semantics Similarity System Using the Context-Aware Semantics Structure
20209 citationsauthor #10
Supplementary Materials for Niseko: a Large-Scale Meta-Learning Dataset
20190 citationsauthor #4
SOSD: A Benchmark for Learned Indexes
2019109 citationsauthor #6
Park: An Open Platform for Learning-Augmented Computer Systems
2019100 citationsauthor #16
Designing Distributed Tree-based Index Structures for Fast RDMA-capable Networks
2019109 citationsauthor #5
Neo: A Learned Query Optimizer
2019460 citationsauthor #6
Alpine Meadow : A System for Interactive AutoML
20195 citationsauthor #3
LISA: Towards Learned DNA Sequence Search
201917 citationsauthor #7
Custodes: Auditable Hypothesis Testing
20192 citationsauthor #3
SysML: The New Frontier of Machine Learning Systems
201923 citationsauthor #33
Tuplex: Robust, Efficient Analytics When Python Rules
20191 citationsauthor #2
How I Learned to Stop Worrying and Love Re-optimization
201932 citationsauthor #3
Niseko: a Large-Scale Meta-Learning Dataset
20190 citationsauthor #4
STAR: Statistical Tests with Auditable Results System for Tamper-proof Hypothesis Testing
20190 citationsauthor #3
Choosing A Cloud DBMS: Architectures and Tradeoffs
201948 citationsauthor #9
Redefining Analytics for Small High-Performance Computing Clusters
20190 citationsauthor #1
VizCertify: A Framework for Secure Visual Data Exploration
20190 citationsauthor #4
STAR: Statistical Tests with Auditable Results
20191 citationsauthor #3
SageDB: A Learned Database System
2019197 citationsauthor #1
Democratizing Data Science through Interactive Curation of ML Pipelines
2019104 citationsauthor #9
SchengenDB: A Data Protection Database Proposal
201932 citationsauthor #1
From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems
201932 citationsauthor #2
Learning Multi-Dimensional Indexes
2019242 citationsauthor #4
MLSys: The New Frontier of Machine Learning Systems
201925 citationsauthor #34
Sherlock: A Deep Learning Approach to Semantic Data Type Detection
2019212 citationsauthor #6
Rethinking Database High Availability with RDMA Networks
201946 citationsauthor #4
VizNet: Towards A Large-Scale Visualization Learning and Benchmarking Repository
2019121 citationsauthor #7
The SIGMOD 2019 Research Track Reviewing System
20196 citationsauthor #4
Towards a Benchmark for the Cloud
20180 citationsauthor #3
A-Tree: A Bounded Approximate Index Structure
201823 citationsauthor #5
FastDAWG: Improving Data Migration in the BigDAWG Polystore System
20182 citationsauthor #4
Chiller: Contention-centric Transaction Execution and Data Partitioning for Modern Networks
201846 citationsauthor #4

TIMELINE

2006 18 citations

2007 79 citations

2008 338 citations

2009 535 citations

2010 426 citations

2011 903 citations

2012 991 citations

2013 1,171 citations

2014 279 citations

2015 1,136 citations

2016 480 citations

2017 1,595 citations

2018 1,461 citations

2019 1,924 citations

2020 1,507 citations

2021 474 citations

2022 230 citations

2023 170 citations

Unknown 0 citations

Tim Kraska

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