Probabilistic circuits “don’t know what they don’t know”… but we can easily fix it with uncertainty estimation in a tractable analytical way, inspired by Monte Carlo dropout! Work w/ Steven Braun Zhongjie Martin Mundt Kristian Kersting Paper + code: arxiv.org/abs/2302.06544 🧵⬇️

📢 Our freshly baked 🧁 overview of approaches for leveraging #explanations in interactive #ML is out! frontiersin.org/articles/10.33… In collaboration with the wonderful Wolfgang Stammer Oznur Alkan Elizabeth Daly

Super excited to announce that our #TANGO Horizon Europe🇪🇺 RIA proposal was selected for funding (with a score of 15/15!!) Looking forward to working on hybrid human-machine learning and decision making with a stellar consortium!

Are you looking for a summer school on the integration of constraint programming and machine learning? See all details of our ACP summer school: bit.ly/41dWVzT 📅 When? 10-14/07/23 🏰 Where? Leuven, Belgium ✍️Registration: bit.ly/3UJfRUP

CALL FOR PAPERS ‼️ The 1st Workshop on Hybrid Human-Machine Learning and Decision Making (HLDM’23) will be part of the ECML PKDD 2023! Please check the #workshop website (below) for details and spread the word! :) sml.disi.unitn.it/hldm23.html #hybridintelligence #hybriddecisionmaking

DTAI has an open research professor position (=limited teaching for 10yrs) in programming and modeling languages for #AI!  Come join us Luc De Raedt Tias Guns Hendrik Blockeel Wannes Meert Jessa Bekker Leuven.AI KU Leuven See: kuleuven.be/personeel/jobs…

Vacancy at Örebro University (Sweden) for a #PhD student in learning and reasoning with integrated language and symbolic models for AI and autonomous systems. oru.se/jobba-hos-oss/…

Featuring our chapter on semantic loss, neuro-symbolic entropy regularization and constrained adversarial networks! So glad it's out !!

I am looking for a PhD student (3y) to work on an exciting European Innovation Council project on DNA-based data storage! DNA is promising to address humankind's data-storage challenges. Here we try to push the limits, incorporating #neuro #symbolic ML! jobs.tugraz.at/en/jobs/1f83cb…

🌟 Job Opportunity! 🌟 Join my research team at UniTrento_DISI as a Postdoctoral Researcher in Computer Vision 🖥️ working on a project for creating Bias-Free models for Visual Recognition 📸 If you are interested contact me by email! 🚀 #AI #ComputerVision #ResearchJobs

Happy to announce that the Italian meetup for Learning on Graphs Conference 2024 will be in #Trento! registration and calls at sites.google.com/view/log-meetu… deadline: October 29 Danilo Numeroso Maria Sofia Bucarelli Pietro Barbiero Donato Crisostomi Veronica Lachi Simone Scardapane Indro Spinelli Gabriele Santin

very cool topic and (more importantly, imho) amazing advisor!

📣We are hiring in 🇫🇮! We are looking for motivated applicants to do a PhD in AI/ML-related topics. Please, spread the word.

We spent years writing custom CUDA and building better systems for tractable deep generative models. Our new pyjuice system is blazingly fast🚀 Try it out when you need to train a large generative model that can compute marginal probabilities efficiently: arxiv.org/abs/2406.00766

also 2024: Provincia Autonoma di Trento "hold my teroldego"

Mark you calendars! We’re thrilled to announce the Call for Papers for the 3rd IEEE Conference on Secure and Trustworthy Machine Learning (SaTML Conference). We seek papers on secure, private, and fair learning algorithms and systems 👉 satml.org/participate-cf… ⏰ Deadline: Sep 18

I'll be giving a talk at the ICML 2024 Differentiable Almost Everything Workshop! ⏲️ Friday 9:10 in Stolz 0 Join us if you're interested in learning about differentiating through logic and other algorithms! differentiable.xyz