Our paper on multi-dimensional learned index structures got accepted at #sigmod20. Our learned index is up to 3 orders-of-magnitude faster than other state-of-the art multi-dim indexes or sort orders. If you want to learn more the arxiv paper is now online arxiv.org/abs/1912.01668
Tim Kraska
404 posts
Professor at MIT. Research director at AWS.
Co-founder of einblick.ai and Instancio.
Systems for ML / ML for Systems Research
Blog: learnedsystems.mit.edu
- My students @GeoffCodes and @markakis_m created this awesome collection/list of ML for Systems papers: dsg.csail.mit.edu/mlforsystems/p… (db-focused) Please let us know, if we miss any work and we will add it (see link on the webpage)
- Super excited to be joining AWS together with my former students & PostDocs (@vanralex @andreaskipf @RyanMarcus @NathanVikram @jialin_ding @kapilvaidya24 @dioiminik @pascalarrow ) to build a new ML for Systems research lab as part of Redshift
- Delighted and humbled to receive the VLDB Early Career Research Contribution Award for advancing systems research on interactive data analytics. research.cs.wisc.edu/dbworld/messag…
- DSAIL@CSAIL officially launched csail.mit.edu/news/google-in… We had a great kickoff meeting w/ @JeffDean @DubeyPradeepK @edchi Donald Kossmann @alkispolyzotis @JohannesGehrke @alexbeutel @surajitc @samrmadden @slava_oks and many others
- Delighted and humbled to receive Intel's Outstanding Research award. This wouldn't have been possible without my awesome students, PostDocs and collaborators at Intel.
- Alex Galakatos, my first PhD student, successfully defended his thesis yesterday. Very proud of him!
- The official MIT statement regarding the GPT4 exam paper: people.csail.mit.edu/asolar/Courses…
- Our work on learned storage systems and query optimizers is featured on MIT News. Super proud on my team and collaborators, especially @jialin_ding and @RyanMarcus who lead the work
- We just started a new ML for Systems blog. The first blog is by @andreaskipf on our Learned Index Benchmark and Leaderboard. learnedsystems.mit.edu/announcing-the…
- Together with Stratos from @HarvardDASlab and @umarfm13 from @Microsoft we are organizing a new TUTORIAL workshop at @vldb2021 on Learned Algorithms, Data Structures, and Instance-Optimized Systems called @ladsios Please sign up and nominate speakers. ladsios.org
- My PhD students, PostDocs, and UROPs are crushing it this year. At @vldb2021 will present 3x papers, 1x industrial paper (from @einblick_ai), 1x (invited) keynote paper, and 4 papers at AIDB@VLDB. In addition, we are organizing the @ladsios tutorial workshop (Monday 10am!)
- Woo-hoo! I received the 2017 VMware Systems Research Award! octo.vmware.com/vmware-announc…


