Samuel Kaski

"When do GFlowNets Learn the Right Distribution?" is accepted at ICLR 2025! 🎉 We explore:🔹How balance violations impact learned distributions; 🔹 Why some distributions are inherently unattainable;🔹 A new, theoretically grounded assessment metric. openreview.net/forum?id=9GsgC…

DL Feb 2, 2025 fcai.fi/winter-2025-re…

FCAI is looking for Postdocs, Research fellows, and PhD students in Machine learning and AI 1) Reinforcement learning 2) Probabilistic methods 3) Simulation-based inference 4) Privacy-preserving machine learning 5) Collaborative AI and human modeling 6) ML for science

Planning to think about what to do next over the holidays? I am hiring postdocs to my group in Helsinki, in combinations of the following: - foundations of (prob) ML - distribution shifts - AI-assistance with computationally rational user models - applic in synth biol, biodesign

Postdoc, research fellow and PhD positions: the call to join the Finnish Center for #ArtificialIntelligence is now open. Check out our research areas and supervisors and apply by Feb 2, 2025: fcai.fi/winter-2025-re…

Good morning #neurips2024! We've got a lot of cool work to share with you from 🇫🇮 (@AaltoUniversity + @helsinkiuni), check it out 👇 #papers" target="_blank" rel="nofollow noopener">fcai.fi/news/2024/fcai… cc @KumpulaScience @HIIT @CSAalto @UnivHelsinkiCS @ELLISforEurope @samikaski

9/9 📄 Read the full paper and try our code: Paper: arxiv.org/abs/2406.16540 Website: trungtrinh44.github.io/DAMP/ Joint work with @HeinonenMarkus @AcerbiLuigi @samikaski #MachineLearning #ComputerVision #DeepLearning Like & RT to share this research! 🙏

🌟 Spotlight Paper at #NeurIPS2024! 🌟 Making AI models more robust just got easier! Our paper introduces DAMP - a simple yet powerful method that helps neural networks handle corrupted images better, without hurting performance on clean data.

3/ Improving robustness to corruptions with multiplicative weight perturbations (spotlight) led by @trungtrinh44 and with @HeinonenMarkus and @samikaski arxiv.org/abs/2406.16540

🚀 Excited to share our paper, TSGM: A Flexible Framework for Generative Modeling of Synthetic Time Series, which will appear at #NeurIPS! @leetiletizia @samikaski @AaltoUniversity @FCAI_fi arxiv: arxiv.org/abs/2305.11567 code: github.com/AlexanderVNiki… See the 🧵 for details!

Optimizing decision utility in Bayesian experimental design is key to improving downstream decision-making. Excited to share our #NeurIPS2024 paper on Amortized Decision-Aware Bayesian Experimental Design: arxiv.org/abs/2411.02064 @AcerbiLuigi @samikaski @FCAI_fi Details below.

🚨New speaker alert! We're excited to announce Tom Griffiths @cocosci_lab as one of our keynote speakers ✨ Don't miss this opportunity to connect & share your ideas. 📢 Submissions are open until the 25th of November! 🌐 sites.google.com/view/caihu25/c…

This time I'll be recruiting an outstanding PhD student, to be co-supervised with @SamiKaski, for a cool project on learning theory and methods for novel types of distributional shifts. The successful candidate will be based at @csmcr ✨ Get in touch if interested!

Application link: ellis.eu/news/ellis-phd… More about the new ELLIS Institute: ellis.eu/news/launch-of…

One more week time to apply to ELLIS PhD Program, DL Nov 15, 2024 I am recruiting this year in particular to my Helsinki team which will shortly be an even better place with the new ELLIS Institute Finland. But feel free to apply to my UK team as well, and let's discuss.

@OmarRivasplata That is not the nice restaurant where your sunglasses and our table vanished while we were ordering food, is it? If it is, better look alert!

I'm smiling on the inside. I feel I have a responsibility to the [Fashion-MINST] community.

Exciting news! Finland to establish the 2nd ELLIS Institute, supported by gov't & industry. 🇫🇮Coordinated by @FCAI_fi, @AaltoUniversity & ELLIS Unit Helsinki, this initiative strengthens Europe's AI ecosystem. #ELLISforEurope bit.ly/3YuuIoa

The new ELLIS Institute is excellent news for Europe and Finland. A significant investment to the future of Europe - its growth, and security of supply of expertise. Visionary act by Finnish Government, Ministry of Education and Culture, and Peter Sarlin!

@FCAI_fi @okmfi @petersarlin @ELLISforEurope Tämä on erinomainen uutinen Suomelle - merkittävä sijoitus Suomen tulevaisuuteen, kasvuun ja osaamisen huoltovarmuuteen. Erittäin ryhdikäs ja tulevaisuuteen katsova teko sekä hallitukselta, ministeriöltä, että Peter Sarlinilta!

Suomalainen tekoälytutkimus on saanut merkittävän tuen hallitukselta ja lahjoittajalta. Suomeen perustetaan ELLIS-instituutti tehostamaan tutkimusta ja houkuttelemaan osaajia. Kiitos @okmfi ja @petersarlin! aalto.fi/fi/uutiset/vah… @ELLISforEurope