Dealing with Uncertainty in Contextual Anomaly Detection

Luca Bindini, Lorenzo Perini, Stefano Nistri, Jesse Davis, Paolo Frasconi

Action editor: Roman Garnett

https://openreview.net/forum?id=yLoXQDNwwa

#anomaly #anomalies #uncertainties

New study shows #constraining projections using best-performing climate models, #uncertainties in future #temperature variability can be narrowed, yet remain large over poorly modelled regions, highlighting the need for #MultipleModelEnsembles to assess future risks.
www.nature.com/articles/s41...

Owning My Real Fears Hey wassup guys. Look, it is truly nice to be able to get back into some semblance of writing life. Truth is, I haven’t felt this way in a truly long time. Perhaps ever. For as long as I coul…

"𝑊ℎ𝑎𝑡 𝑚𝑎𝑘𝑒𝑠 𝑎 𝑝𝑒𝑟𝑠𝑜𝑛 𝑡𝑟𝑢𝑙𝑦 𝑓𝑒𝑎𝑟𝑙𝑒𝑠𝑠 𝑖𝑠𝑛'𝑡 𝑡ℎ𝑒 𝑎𝑏𝑠𝑒𝑛𝑐𝑒 𝑜𝑓 𝑓𝑒𝑎𝑟; 𝑏𝑢𝑡 𝑖𝑛 𝑠𝑝𝑖𝑡𝑒 𝑜𝑓 𝑖𝑡, 𝑡ℎ𝑒𝑦 𝑑𝑒𝑐𝑖𝑑𝑒𝑑 𝑡ℎ𝑎𝑡 𝑡ℎ𝑒𝑦 𝑤𝑜𝑢𝑙𝑑 𝑎𝑐𝑡 𝑎𝑛𝑦𝑤𝑎𝑦." - 𝗗𝗮𝗻𝗻𝘆 𝗖𝗵𝗲𝗻 (paraphrased)

dannychen.pro/2025/12/20/o...

#fearlessness #uncertainties #uncertaintimes #lifeofapioneer🧭 #digitalfrontiers #motivational

KTH | Research Engineer in LLM-based scientific agents KTH jobs is where you search for jobs at www.kth.se.

Hossein Azizpour and I are hiring two research engineers to work with us on #uncertainties in scientific #agents at KTH! Both positions are full-time positions for 6 months. Please apply to both positions if you are interested.

Ad 1: www.kth.se/lediga-jobb/...
Ad 2: www.kth.se/lediga-jobb/...

#FX #Swiss franc (forecast)
Despite the lowest key interest rates in the G10 region at zero percent, #Swiss franc retains its appeal. Political and economic #uncertainties continue to support it, and this is unlikely to change anytime soon, chart @SGKB_News

Every answer unlocks a new question. 🐇

#science #quantum #mechanics #climate #energy #neuroskyence #human #brain #uncertainties
youtube.com/shorts/cQkVY...

New #J2C Certification:

On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals

Rudi Coppola, Manuel Mazo Espinosa

https://openreview.net/forum?id=pSk5qyt1ob

#uncertainties #safety #uncertainty

On the Crisis and Democratization of Knowledge – The Sociopolitical Impact of AI and Knowledge Hierarchy * Journal of Futures Studies Article Aina García Mestre Faculty of Communications and International Relations, Blanquerna Ramon Llull University, Barcelona, Spain Abstract The advent of digital technologies has led to a major tra...

jfsdigital.org/2025-2/vol-3... What are the potential #Sociopolitical Impacts of #AI and #Knowledge #Hierarchies? Does the rise of #artificialintelligence create new #uncertainties about the #democratization of knowledge which, along with #globalization alters and shapes a new #postnormal realities?

#AGW
#models
#uncertainties

"The desire and culture of assessments (such as the IPCC) arose specifically in order to distill that broad range [of opinions & methods] across individual scientists into a more coherent and better balanced assessment that a larger majority of experts will agree to."

#ThisMorning | A #Special #ERISA #Court to #Reduce #Legal #Uncertainties | Kevin Walsh, Groom Law Group | #Tunein: broadcastretirementnetwork.com #Aging, #Finance, #Lifestyle, #Privacy, #Retirement, #Wellness

#ecsmonday on BS #16

Filippo Porta et al. (IT) give a great example of using Digital Outcrop Modelling and #fieldmapping to characterise #fracture networks. Check out their example and interpretation from Elba Island, Italy:

doi.org/10.1016/j.js...

#structuralgeology #drones #uncertainties #fault

South Korea looks to address legal uncertainties posed by GenAI A South Korean watchdog reveals a prospective set of genAI guidelines. The post South Korea looks to address legal uncertainties pose...

#Global #News #Technology #featured1 #GenAI #legal […]

[Original post on tahawultech.com]

When Law Consumes Creativity How Legal Systems Devour Themselves Through Creative Cannibalization - The Judicial Mathematics of Prosecutorial Overreach

Through AI, art gains new #uncertainties. A very unpredictability legal and #mathematical #cannibalization of numerous systems devour and reshape everything, turning creativity into #controlled remnants. #𝘳𝘦𝘧𝘰𝘳𝘮 #𝘮𝘢𝘤𝘩𝘪𝘯𝘦 #𝘱𝘳𝘢𝘸𝘰 #𝘫𝘶𝘴𝘵𝘪𝘤𝘦 #𝘳𝘶𝘭𝘦 #𝘭𝘦𝘨𝘢𝘭𝘵𝘦𝘤𝘩

🗝️Unlock: 3ntrum.substack.com/p/when-law-c...

#Series explores how #artists are responding to the rise of #AI, from embracing it to pushing back against its impact on their work. It highlights examples of artists using AI to create #art, while also acknowledging the #challenges and #uncertainties it brings.…

What better way is there to learn about #uncertainties than finding h? #funphysics #findingg

@standrewssec.bsky.social

The dataset was indeed challenging: #Higgs particles decaying to two tau particles, with 3 much larger background processes burying the signal. 6 #systematic #uncertainties alter the features, such that the signal fraction does not even stick out the uncertainty bands:

(real rates are still negative)
#BoJ Bank of #Japan has slashed its economic growth forecasts for 2025 and 2026, blaming “extremely high #uncertainties” over trade, in a move that raises doubts about future interest rate rises, chart @financialtimes.com www.ft.com/content/2091...

Probabilistic neural operators for functional uncertainty quantification

Christopher Bülte, Philipp Scholl, Gitta Kutyniok

Action editor: Kamyar Azizzadenesheli

https://openreview.net/forum?id=gangoPXSRw

#uncertainty #uncertainties #forecasting

#ThisMorning on #BRN | #Retirement | #2025 | A #Special #ERISA #Court to #Reduce #Legal #Uncertainties | Kevin Walsh, Groom Law Group | #Tunein: broadcastretirementnetwork.com #Aging, #Finance, #Lifestyle, #Privacy, #Retirement, #Wellness and #More - #Everyday

3 CIBC: The advance figure for February pointed to a stall in activity, although this was likely more a reflection of worse than normal winter weather during the month and the ending of the #GSTholiday rather than #trade #uncertainties.
#cdnecon #GDP

On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals

Rudi Coppola, Manuel Mazo Espinosa

Action editor: Zheng Wen

https://openreview.net/forum?id=pSk5qyt1ob

#uncertainties #safety #uncertainty

Thanks to the Legacy Lounge #podcast for having me as a guest. It is always a pleasure to be invited to share my perspective!

#Futurist #Future #Foresight #Futurism #Futurology #Interview #Trends #Uncertainties

youtu.be/2-dHGF_WZyc?...

UNCV Workshop @ CVPR 2025 CVPR 2025 Workshop on Uncertainty Quantification for Computer Vision.

Are interested in making #computervision models more #reliable and #robust by accounting for #uncertainties?

Then consider submitting your awesome work to our @cvprconference.bsky.social workshop!

uncertainty-cv.github.io/2025/

Impostor Syndrome | Shorts I won’t lie, I feel like a fraud sometimes. Today happened to be one of those days. I’m not new to feeling like this. For the past several years, through my own hardships & persever…

bit.ly/40BFmKM #impostorsyndrome #newchallenges #uncertainties #personalgrowth #professionalgrowth #mentalhealth #anxietydisorders #shorts #blogpost #newpost #blogging

It's ceasefire at work front here. Was systematically moving my coins towards a greater step and suddenly this. Hoping this too shall pass. #uncertainties

WTI Crude Oil Price Analysis for January 22, 2025 WTI crude oil broke below its ascending trend line support to signal that a reversal from the uptrend is in order. Price could still be in for a quick retest before resuming its slide.

WTI crude oil price analysis for January 22, 2025 fxdailyreport.com/wti-crude-oi... #SMA #moving #averages #RSI #Stochastic #oscillator #Trump #tariffs #Canada #Mexico @EIAgov @APIenergy #inventory #report #trade #uncertainties #dollar #FederalReserve #InterestRates #energy

LinkedIn This link will take you to a page that’s not on LinkedIn

If you want to read more about uncertainty-aware neural networks, I highly recommend our #paper on machine-learned #uncertainties for the calibration of calorimeter signals in the #ATLAS experiment:

inspirehep.net/literature/2...

Today's turbulent world is marked by #uncertainties, rapid changes, and #conflicts where #peace and #harmony facilitate the #innercalm of an #individual.

Meditation can be viewed as a transformative activity that brings compassion towards society, nature, & primarily, exploring inner #conscience.