Pınar Tözün
@pinartozun.bsky.social
Head of Data, Systems, and Robotics Section & Associate Professor at IT University of Copenhagen https://www.pinartozun.com/ https://itu-dasyalab.github.io/RAD/ http://distortedpollyanna.blogspot.com/
[not work] On watching scenes of violence. distortedpollyanna.blogspot.com/2026/07/watc...
June 2026 issue of #SIGMODRecord is out. And so is the new issue of the Reminiscences column. Many thanks to @teggy.org (Torsten Grust), Wenjie Zhang, and Viktor Sanca for their contributions!! pdf --> sigmodrecord.org/publications...
PhD position in NLP+linguistics on communicating uncertainty so humans understand, in @nlpnorth.bsky.social at @itu.dk. Still 5 days left to apply. candidate.hr-manager.net/ApplicationI...
PhD Position in Uncertainty Quantification and Communication for Large Language Models at IT University of Copenhagen
The IT University of Copenhagen invites highly motivated individuals to apply for a PhD position starting in October 2026 or soon thereafter. We invite ap
candidate.hr-manager.net
[not work] Since the end of March, I have been in some sort of camp, first to find a new place to live and then to prepare for the Danish citizenship test. It all got sorted out in the end, even though it was a rollercoaster. We start with the latter. distortedpollyanna.blogspot.com/2026/06/indf...
Indfødsretsprøven
Study material for indfødsretsprøven. There I was last Wednesday in a sports hall in Frederiksberg with many other foreigners, sitting on a ...
distortedpollyanna.blogspot.com
We are looking for a student research assistant to help me with a new benchmark for evaluating machine learning engineering agents. Please apply: lnkd.in/dWMKFg8g
This link will take you to a page that’s not on LinkedIn
lnkd.in
Job Opening: Our lab is hiring a student employee (40h/month) for the development of a new benchmark for ML engineering agents with realistic ML pipelines. deem.berlin#jobs-204356
How Hyper-Datafication Impacts the Sustainability Costs in Frontier AI Sophia N. Wilson, Sebastian Mair, Mophat Okinyi, Erik B. Dam, Janin Koch, Raghavendra Selvan https://arxiv.org/abs/2602.00056 #AI #thereIsNoAI #thereIsInParticularNoSustainableAI
How Hyper-Datafication Impacts the Sustainability Costs in Frontier AI
Large-scale data has fuelled the success of frontier artificial intelligence (AI) models over the past decade. This expansion has relied on sustained efforts by large technology corporations to aggregate and curate internet-scale datasets. In this work, we examine the environmental, social, and economic costs of large-scale data in AI through a sustainability lens. We argue that the field is shifting from building models from data to actively creating data for building models. We characterise this transition as hyper-datafication, which marks a critical juncture for the future of frontier AI and its societal impacts. To quantify and contextualise data-related costs, we analyse approximately 550,000 datasets from the Hugging Face Hub, focusing on dataset growth, storage-related energy consumption and carbon footprint, and societal representation using language data. We complement this analysis with qualitative responses from data workers in Kenya to examine the labour involved, including direct employment by big tech corporations and exposure to graphic content. We further draw on external data sources to substantiate our findings by illustrating the global disparity in data centre infrastructure. Our analyses reveal that hyper-datafication does not merely increase resource consumption but systematically redistributes environmental burdens, labour risks, and representational harms toward the Global South, precarious data workers, and under-represented cultures. Thus, we propose Data PROOFS recommendations spanning provenance, resource awareness, ownership, openness, frugality, and standards to mitigate these costs. Our work aims to make visible the often-overlooked costs of data that underpin frontier AI and to stimulate broader debate within the research community and beyond.
arxiv.org
Very happy to be working with my friend and colleagues in #Nepal again. Our oldest memories go back nearly 20 years, when we deployed #wifi in the #himalya - one picture included. #mastodon presence in #Nepal still small (i guess) (pls shout if you are in […] [Original post on social.itu.dk]
[not work, but still about work] For this month, for reasons I will likely write about later, I didn’t get much writing time. So, I decided to post my write-up for the last part of my EDBT keynote. distortedpollyanna.blogspot.com/2026/04/bana...
Bananas
Note: This was the write-up for the last part of my EDBT keynote . The talk itself was of course slightly different. This concludes th...
distortedpollyanna.blogspot.com
At #EuroMLSys2026 today, we presented our work on estimating GPU resource needs of deep learning training workloads to aid collocation-aware resource managers. Congrats to the team! Preprint: arxiv.org/pdf/2602.17817 Data & Code: github.com/itu-rad/GPUM...
3, 2, 1... LIFT OFF!! 🚀 ✨🛰️✨ For få minutter siden blev den danske studentersatellit 𝗗𝗜𝗦𝗖𝗢-𝟮 sendt afsted ud i rummet! Satellitten er udviklet af studerende fra AU, SDU og ITU med støtte fra bl.a. Industriens Fond.
Our Danish Student #Cubesat Project's second #satellite, #DISCO 2, successfully deployed today Also pictured: #Earth #Denmark #Greenland #EarthObservation #Sband #VHF
This week I gave 2 talks at @edbticdt.bsky.social. 1) On data processing in space (itu-dasyalab.github.io/RAD/talk/fil...) at Young Researcher Symposium 2) Thursday keynote on resource needs of deep learning (itu-dasyalab.github.io/RAD/talk/fil...) Many thanks for the invitation & discussions after!
Gør AI udviklere overflødige? Ikke ifølge ITU-professor Peter Sestoft og uddannelseschef Luís Cruz-Filipe. "Der er stadigvæk brug for ekstremt dygtige softwareudviklere, som kan styre de her AI‑agenter og bruge dem til at lave ordentligt software, som faktisk kan bruges ansvarligt." #dktech #itpol
Dansk it-professor: Du misforstår noget, hvis du tror, at AI vil gøre behovet for it-folk mindre
Interview: Vibe coding og jagten på hurtige AI-kompetencer har skabt både begejstring og bekymring for programmørens og uddannelsernes snarlige død. Men det er en misforståelse, siger to de fremtræden...
computerworld.dk
If you’re planning a #VLDB2027 submission, a quick heads-up from @matthiasboehm7.bsky.social and me: Abstracts are now due on the 25th of the previous month. April 1 deadline → abstract due March 25 Also new: yearly cap (12/author) + reproducibility artifacts vldb.org/2027/call-fo...
[not work] Shortly before 2025 ended, my #1 partner in crime in Denmark left Denmark. I have been holding onto a post about farewells since then. Here it comes. distortedpollyanna.blogspot.com/2026/03/fare...
Farewells
He isn’t in his usual position smoking a cigarette on the couch looking out the window. Instead, he is lying on the couch, sleeping. I...
distortedpollyanna.blogspot.com
I’ll be giving a talk on visual anomaly detection for underwater environmental monitoring at the Marine Imaging Workshop in Gibraltar 🥳🐠🌊 miw2026.org/about.html
6th Marine Imaging Workshop – 2026
miw2026.org
📢📢 VLDB 2027 Shadow PC is here! @vldb.bsky.social Apply at forms.office.com/e/v1ZmNaPvrn by April 8! For more info, see vldb.org/2027/shadow-... Chairs: @zistvan.bsky.social, Tianzheng Wang, Primal Pappachan, & I.
[not work] Random thoughts on doing sports. distortedpollyanna.blogspot.com/2026/02/spor...
Sports ... for Health, or As a Team Activity or Hobby
I was going through my work TO-DO list in my head, as I was lifting 5kg on each side of the barbell during the strength training class a...
distortedpollyanna.blogspot.com
In January, @anishathalye.bsky.social, @josejg.bsky.social, and I returned to @csail.mit.edu to teach Missing Semester, a class on topics we miss from most CS programs—tools and techniques that everyone should know, like Bash, Git, CI, and AI tools. Today, we’re releasing the course for free online!
AI er en energisluger. I et nyt forskningsprojekt vil ITU-lektor @pinartozun.bsky.social og kolleger fra Schweiz undersøge, hvordan man kan forbedre udnyttelsen af GPU'er og dermed reducere AI-løsningers CO2-aftryk. #dkforsk #dktech #dkgreen
Forskningsprojekt skal bidrage til baeredygtig AI
Kunstig intelligens er en betydelig og voksende belastning for miljøet. Forskerne bag det nye forskningsprojekt, DEEP, har fået en bevilling på 5,6 millioner kr. til et projekt, som har til formål båd...
itu.dk
This week our partners in DEEP project (funded by @snsf.ch) hosted us in Switzerland. We had talks and lively discussions at UNIL, EPFL, HEIG-VD. Thanks to Pamela Delgado, Busra Karatay Demiray, & Hector Satizabal for hosting us. A brief article on the DEEP project: en.itu.dk/About-ITU/Pr...
Research project to boost sustainable AI
The environmental impact of AI is significant and growing. The researchers behind the new research project, DEEP, have received a 5,6 million DKK grant for a project focused on reducing the cost and t...
en.itu.dk
Here's that HBR story in full hbr.org/2026/02/ai-d...
AI Doesn’t Reduce Work—It Intensifies It
One of the promises of AI is that it can reduce workloads so employees can focus more on higher-value and more engaging tasks. But according to new research, AI tools don’t reduce work, they consisten...
hbr.org
[not work] January tends to be a difficult month, and 2025 feels so far away already thanks to how January was. So, this month just some recollections for films, shows, books, and music from 2025. distortedpollyanna.blogspot.com/2026/01/janu...
January Blues & 2025
Even though I love my life in Copenhagen, January has been a difficult month since I moved to Denmark. (1) It is dark. Technically, ...
distortedpollyanna.blogspot.com
I am looking to hire PhD students to work on Complexity Theory (and more specifically on Algebraic Complexity). candidate.hr-manager.net/ApplicationI... Deadline: March 1, 2016.
PhD position for Algebraic Complexity Theory at the IT University of Copenhagen
The IT University of Copenhagen invites highly motivated individuals to apply for a PhD position starting 1 September 2026 or soon thereafter. We invite a
candidate.hr-manager.net
MSc thesis work of Emil Houlborg and Andreas Tietgen @itu.dk will be presented at CIDR conference next week. Huge congrats to them! Modern storage I/O landscape is very diverse, yet not so accessible. We created a new file system extension for @duckdb.org with xNVMe to help with this accessibility.
Azim had a stellar committee which included Daniel Lemire (TELUQ 🇨🇦), Pinar Tözün (ITU 🇩🇰) and Viktor Leis (TUM 🇩🇪). They gave talks at the Dutch Seminar on Data Systems Design (DSDSD) on SIMD-accelerated parsing, xNVMe and escaping from the insanity of SQL. (video will be posted on dsdsd.da.cwi.nl)
Looking forward to the South Bay Systems event after CIDR on Jan 21! I will be presenting our CIDR'26 paper on integrating xNVMe into DuckDB --> vldb.org/cidrdb/paper... Thanks for the invitation @southbaysystems.xyz @alexmillerdb.bsky.social !!
vldb.org
Our next event will be on January 21st, featuring speakers from (the just-finishing) CIDR! Come to Databricks to hear about: * DuckDB on xNVMe by @pinartozun.bsky.social of ITU * Spilling in QP by Maximilian Kuschewski of TUM * NPUs in DBs by Alexander Baumstark of TU-Ilmenau luma.com/8a54z94d
📢📢 December 2025 issue of SIGMOD Record is out, so is the Reminiscences column. Thank you, Genoveva Vargas-Solar @vevavargas.bsky.social, Thomas Heinis, Alexander Boehm, and Pamela Delgado for the great contributions! pdf @ sigmodrecord.org/2025/12/31/r...
[not work] This one could have been titled “a love letter to all my culture vultures.” Happy holidays, everyone! distortedpollyanna.blogspot.com/2025/12/soci...
Socializing Through Anti-Social Hobbies
“Can we do a cultural activity tonight?” my cousin asked. I was temporarily living in Berlin for my sabbatical. He was in Berlin for a...
distortedpollyanna.blogspot.com