As soon as you transition from #quantum #probabilistic hypertimespace #fabric to #turbulent #ether,
suddenly you deal with #real #world #measurable #phenomena like #viscidity & #viscosity,
#pressure & #density,
#turbulence & #elasticity,
#compressibility & #rigidification.
#vss365 #orgone #lightning
New #J2C Certification:
The Internal Growth Function: A More General PAC Framework for Scenario Decision Making
Guillaume O Berger, Raphael Jungers
https://openreview.net/forum?id=HqPKJSAkrp
#probabilistic #compression #constraint
A fantastic opportunity to join us in #Amsterdam for some hardcore #uncertainty in #AI 🦾🚲🌷✖️✖️✖️
#causality #tractable #probabilistic #models #neurosymbolic #imprecise #probabilities #statistical #methods and more
[2024 OPEN ACCESS]
Temperature dependence of the properties of stochastic magnetic tunnel junction with perpendicular magnetization
2024 Appl. Phys. Express 17 053001
iopscience.iop.org/article/10.3...
#APEX
#Physics
#Openaccess
#spintronics
#probabilistic
#magnetic
#thermal
Really great thread showing that the climate crisis is a complicated issue WE have to Deal with and making #causal claims from climate change to extreme weather events IS even more difficult.
#Probabilistic Analysis und Attribution Science ist some cool stuff.
New #J2C Certification:
Accelerating Non-Conjugate Gaussian Processes By Trading Off Computation For Uncertainty
Lukas Tatzel, Jonathan Wenger, Frank Schneider, Philipp Hennig
https://openreview.net/forum?id=UdcF3JbSKb
#probabilistic #ncgps #gaussian
If you're looking for a #PhD in #Geometric or #Probabilistic #MachineLearning, I highly recommend applying!
Viacheslav is an excellent mentor, outstanding researcher, and a genuinely great person. Speaking from experience, I can't recommend him enough as a supervisor.
Long time no see, 🦋 !
We were recently invited on @Micode's youtube channel - our cofounder @geoffnegiar.bsky.social talks about what we do, and what it means to manage risk by making #probabilistic #predictions.
www.youtube.com/watch?v=YPVS...
#forecasting #worldmodels
Adequacy Theorem Connects Mixed Powerdomains to Probabilistic Concurrency
An adequacy theorem links mixed powerdomains to concurrent probabilistic GCL, according to the authors; it was first submitted on 24 Sep 2024 and revised on 18 Sep 2025. getnews.me/adequacy-theorem-connect... #mixedpowerdomains #probabilistic
AI-powered #probabilistic precision can make strategy a #codebase, which is executable, evolving and self-optimising.
AI can be your #neuralnetwork running across different functions’ knowledgegraphs and bring the insights through a #microservices queryable interface.
#TMinsights
Text Shot: Dismissal is a common reaction when witnessing AI’s rate of progress. People struggle to reconcile their world model with what AI can now do, and how. This isn't new. Mainstream intuition and cultural impact always lag behind new technical capabilities. When we started building businesses on the Internet three decades ago, the skepticism was similar. Sending checks to strangers and giving away services for free felt absurd. But those who grasped a new reality made of zero marginal costs and infinitely scalable distribution became incredibly wealthy. They understood that the old assumptions baked into their worldview no longer applied, and acted on it.
Building AI Products In The Probabilistic Era https://giansegato.com/essays/probabilistic-era (So many good points! Science not engineering, etc. See also latest post from Jakob Nielsen) #AI #probabilistic #TechChange
#bskyart #artai #color #iconoplasm #AIArt #AIArtist #AIArtwork #AIimages #GenArt #DigitalArt #AIArtGallery #AIGeneratedArt #AIArtCommunity #synthart #weirdcore #quantum #charon #foam #probabilistic #wavefunction #collapse #myth
Quantum Charon
The trick adopted from #probabilistic #circuits: make PCs deep and structured, representing an exponential number of polynomials! DeepPCE nicely scales to thousands of inputs and is competitive with standard deep neural nets. Big bonus: tractable expectations, covariances and Sobol indices!
Many thanks for the best paper award for our Deep Polynomial Chaos Expansion (DeepPCE), received from the #UAI workshop #tractable #probabilistic #modeling #TPM! Many congrats to the team, especially leading author Johannes Exenberger!
The workshop paper:
arxiv.org/abs/2507.21273
#quotes #books #booksky #excerpts #citations #beyondweird #ball #quantum #physics #if #is #probabilistic #reality #universe #experience #weird
Last week, I was in
#Trondheim at Norwegian University of Science and Technology for the #Probabilistic AI School (ProbAI) summer school. It was a fantastic experience
#Nordic #probabilistic #AI starts in Trondheim 🇳🇴
I'll be here for a week TAing and giving a lecture on ⚡ #tractable⚡ models
and I'm in good company @andresmasegosa.bsky.social @vabor112.bsky.social @jesfrellsen.bsky.social and more covering all aspects of 🎲 AI
👉 nordic.probabilistic.ai#lecturers
☀️ I will be in Edinburgh this summer (Jun-Aug) at @edinburgh-uni.bsky.social, visiting the group of Antonio Vergari (@nolovedeeplearning.bsky.social) to work on #neurosymbolic #AI and #probabilistic #ML
If you are around and want to chat about these topics, let's meet for coffee!
I will be in London tomorrow, at @imperialcollegeldn.bsky.social and @imperial-ix.bsky.social , hosted by @e-giunchiglia.bsky.social to talk about #neurosymbolic #AI #reliability #probabilistic #reasoning
Ping me if you want to chat ∧∨ grab coffee!
Accelerating Non-Conjugate Gaussian Processes By Trading Off Computation For Uncertainty
Lukas Tatzel, Jonathan Wenger, Frank Schneider, Philipp Hennig
Action editor: Sinead Williamson
https://openreview.net/forum?id=UdcF3JbSKb
#probabilistic #ncgps #gaussian
Just under 10 days left to submit your latest endeavours in #tractable probabilistic models!
Join us at TPM @auai.org #UAI2025 and show how to build #neurosymbolic / #probabilistic AI that is both fast and trustworthy!
We know you cannot wait to go to Rio 🇧🇷 and start discussing everything #probabilistic #causal #neurosymbolic #AI
So registration is now open, and the early bird is until June 2nd!
👉 www.auai.org/uai2025/regi... 👈
This year, the focus of the workshop is on scaling and providing #guarantees when using #probabilistic and #logical #reasoning.
For example, this is the case for neuro-symbolic AI #NeSy where the model needs to comply with pre-existing background knowledge.
#Schrödinger's cat-inspired #qubits: A new technique improves the reliability of cat qubits by squeezing their #probabilistic states. This could improve their reliability and lifetime, and pave the way for accurate #QuantumComputing. www.livescience.com/technology/c...
Daphne: Multi-Pass Compilation of Probabilistic Programs into Graphical Models and Neural Networks
Christian Dietrich Weilbach, Frank Wood
Action editor: Andriy Mnih
https://openreview.net/forum?id=OGCuDFab4b
#compiler #probabilistic #daphne
Comparing the information content of probabilistic representation spaces
Kieran A. Murphy, Sam Dillavou, Danielle Bassett
Action editor: Francisco Ruiz
https://openreview.net/forum?id=adhsMqURI1
#representations #datasets #probabilistic
I am at @realaaai.bsky.social #AAAI25 in sunny #Philadelphia 🌞
reach out if you want to grab coffee and chat about #probabilistic #ML #AI #nesy #neurosymbolic #tensor #lowrank models!
check out our tutorial
👉 april-tools.github.io/aaai25-tf-pc...
and workshop
👉 april-tools.github.io/colorai/
Founders often become VCs, but the reverse is less common. VCs operate in a #probabilistic world, spreading bets across many startups, knowing most will fail. Founders, on the other hand, must be #deterministic—fully committed to making their one venture succeed.
#TMinsights
One more week to wrap-up and polish that sweet submission on #uncertainty #probabilistic #causal #ML #AI you were working on for a while!
You can do it! 🦾
