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Hybrid Neuro-Symbolic Fraud Detection: Guiding Neural Networks with Domain Rules I really thought I was onto something big: add a couple of simple domain rules to the loss function, and watch fraud detection just skyrocket on super-imbalanced data. The first run looked amazing… until I fixed a sneaky threshold bug and ran the whole thing across five different random seeds. Suddenly the “huge win” mostly evaporated. What I ended up with instead was honestly way more useful: a reminder that on rare-event problems like fraud, the way we measure success (thresholds, seeds, metrics) can easily fool us more than the model itself. The rule does nudge the rankings a tiny bit better (you can see it consistently in ROC-AUC), but the real gains are small and fragile. Here’s the full story—bugs, variance, lessons learned, and all.

Hybrid Neuro-Symbolic Fraud Detection: Guiding Neural Networks with Domain Rules

I really thought I was onto something big: add a couple of simple domain rules to the loss function, and watch fraud detection just skyrocket on super-imbalanced data. The …

Telegram AI Digest
#ai #auc #neuralnetworks

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Cat girl - Adoptable Auction
I finally finished creating the adopter, and I can't wait to find this beauty a new owner.
Auction rules will be posted in the comments.
#furry #adopt #adoptable #SFW #Auction #AUC #catgirl #nekochan

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Defining priority areas for blue whale conservation and investigating overlap with vessel traffic in Chilean Patagonia, using a fast-fitting movement model - Scientific Reports Scientific Reports - Defining priority areas for blue whale conservation and investigating overlap with vessel traffic in Chilean Patagonia, using a fast-fitting movement model

📺Video credit: Luis Bedriñana-Romano, creator of the data visualisation and researcher and doctoral candidate with the Austral University of Chile #AUC in Valdivia: www.nature.com/articles/s41...

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Spelman in The House! 👏🏿
#Spelhouse #Morehouse #AUC

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Communication-Efficient Federated AUC Maximization with Cyclic Client Participation

Umesh-Vangapally, Wenhan Wu, Chen Chen, Zhishuai Guo

Action editor: Grigorios Chrysos

https://openreview.net/forum?id=18yPFLbVRy

#minimax #maximization #auc

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YCH auction on my FA! SB 15$

www.furaffinity.net/view/63875755/

#ych #auc #auction #furry #solo #male #boy #paw #paws #beach #butt #pants

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#DTS
SUMO simulation augments scarce accident data for traffic anomaly detection, boosting MLP accuracy from 75.53% to 76.58% and AUC significantly! 🚗📊
Details: www.maxapress.com/article/doi/10.48130/dts...
#anomalydetection #traffic #sumo #auc

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🔥 Salvatore Mancuso: 40 años de cárcel y multa brutal por daños a comunidades wayúu... 🚨
🔥 Salvatore Mancuso: 40 años de cárcel y multa brutal por daños a comunidades wayúu... 🚨 YouTube video by 90 Segundos Noticias

🔥 Salvatore Mancuso: 40 años de cárcel y multa brutal por daños a comunidades wayúu... 🚨#SalvatoreMancuso #Condena #Wayuu #LaGuajira #Paramilitares #JusticiaYPaz #PazTotal #AUC

youtu.be/-xt9BEjD7-0

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The Machine Learning “Advent Calendar” Bonus 1: AUC in Excel AUC measures how well a model ranks positives above negatives, independent of any chosen threshold.

The Machine Learning “Advent Calendar” Bonus 1: AUC in Excel

AUC measures how well a model ranks positives above negatives, independent of any chosen threshold.

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#ai #auc #machinelearning

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The Machine Learning “Advent Calendar” Bonus 1: AUC in Excel

Бонус 1 "Адвент-календаря" по машинному обучению: AUC в Excel

AUC измеряет, насколько хорошо модель ранжирует положительные примеры выше отрицательных, независимо от выбранного порога.

Telegram ИИ Дайджест
#ai #auc #machinelearning

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Agents Under The Curve (AUC) Discover how **Agents Under the Curve (AUC)** revolutionizes AI agent evaluation. Learn to apply AUC metrics to agentic systems for better performance measurement and decision-making in AI.

Agents Under The Curve (AUC) Unlocking the Power of AUC in the Age of AI Agents AI agents are transforming.... @cosmicmeta.ai #AUC

https://u2m.io/lgf8imGR

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Agents Under the Curve (AUC) Towards understanding if your agentic solution is actually better

Agents Under the Curve (AUC)

Towards understanding if your agentic solution is actually better

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#ai #auc #news

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Agents Under the Curve (AUC)

Агенты под кривой (AUC)

К пониманию того, действительно ли ваше агентивное решение лучше

Telegram ИИ Дайджест
#ai #auc #news

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¿Qué pasa con ‘La casa de los gemelos’ y por qué preocupa? La casa de los gemelos, bajo lupa: AUC pide a CNMC investigar por incumplimiento y riesgo para menores; claves y escenarios del caso y marcas La Asociación de Usuarios de la Comunicación (AUC) ha pedi...

¿Qué pasa con ‘La casa de los gemelos’ y por qué preocupa? #LaCasadelosGemelos #CNMC #AUC #LeyAudiovisual #ProteccionDeMenores #Telecinco #Antena3 #Streaming #Reality #PublicidadProgramatica #KikoHernandez #29dediciembre #felizlunes donporque.com/que-pasa-con...

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Autonomous Uncertainty Quantification for Computational Point-of-care Sensors
Artem Goncharov, Aydogan Ozcan et al.
Paper
Details
#AUC #POCsensors #uncertaintyquantification

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my recent adopters, the first three sold at auction. ST gave me a lot of inspiration for 80s designs;)

#art #antrho #adopt #auc #80s #bat

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male

#trans_male
#intersex
#female
#trans_female
#non_binary
#your
#character
#here
#orgy
#party
#ych
#nude
#auc
#furry
#anthro
#sex
#adult
#fuck
#dick
#cock
#boobs
#group
#titscute
#sexy
#oc
#nsfw
#your_character_here
#hot
#lesbians
#lesbian
#gay
#new
#year
#cristmas
#winter

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Original post on mastodon.social

La Asociación de Usuarios de la Comunicación #AUC quiere sentar a Google en los banquillos de los tribunales españoles
Los 37 millones de usuarios de Android que podrían estar afectados en España por un presunta recopilación masiva y no consentida de sus #datospersonales
Está decusion nace tras […]

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Original post on social.edu.nl

For several weeks we have been proudly supporting experiments with #JupyterHub in the new programming course offered by Amsterdam University College #AUC called “Programming in Digital Societies” (PIDS).

OpenTech(AUC) is happy to see that with courses like PIDS, the university is (again) […]

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(3/3) Maderas del Darién allegedly gave 730 million COP to the #AUC through indirect channels.

A report from the Prosecutor’s Office indicates that Maderas raised this money by extracting it from poor Afro-Colombian communities.

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Expand your Fediverse and meet new friends! In this post I share three tips that have helped me find great people on Mastodon. In contrast to your regular corporate Big Tech social media, the Fediverse is not packed with algorithms that build your world for you. You have to do it yourself. To be sure, this has advantages. For example, your digital world will be a more active product of who you are and what you like, rather than what some algorithm thinks you like, on the basis of some superficial reading of who you are. Also, it prevents a few popular accounts from getting even more popular, which helps to spread and share the community’s attention more equally.

A warm welcome to two more #AUC students in the Fediverse: @Madvin and @NamedUnnamed

Maybe you find this helpful: mishathings.org/posts/2025-01-22-lists-c...

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Generate ROC Curve Charts for Print and Interactive Use

#statstab #455 {plotROC} Generate ROC Curve Charts for Print and Interactive Use

Thoughts: I dislike ROC curves, just check out the way you show uncertainty on them.

#roc #auc #roccurve #specificity #sensitivity #signaldetection #sdt
#ggplot #r

sachsmc.github.io/plotROC/arti...

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Weighted Brier Score - an Overall Summary Measure for Risk Prediction Models with Clinical Utility Consideration

#statstab #451 Weighted Brier Score

Thoughts: Prediction is important for some research questions (e.g. clinical). But the standard one has some limitations.

#prediction #brierscore #auc #clinical #risk

arxiv.org/html/2408.01...

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🐈‍⬛black cat auucc🐈‍⬛ (open)

| 𝕊𝔅: $5

| 𝕄𝕀: $2

| 𝔄𝔅 𝟙: $75

‣ 𝔅𝔒𝔑𝔘𝔖: 1 Art Drop(deadline 1 week)

| 𝔄𝔅 𝟚: $100

‣ +50% discount on custom commissions

‣ 𝔅𝔒𝔑𝔘𝔖: 2 Art Drops (deadline 1-2 weeks)

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⨁ Reservation:✅✅ (⁠ ⁠ꈍ⁠ᴗ⁠ꈍ⁠)

#art #blackcat #mabayaji #adoptopen #auc #gothicgirl

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⚡ En pleno Consejo de Ministros, Petro destapa complot paramilitar para asesinarlo ⚡
⚡ En pleno Consejo de Ministros, Petro destapa complot paramilitar para asesinarlo ⚡ YouTube video by 90 Segundos Noticias

⚡ En pleno Consejo de Ministros, Petro destapa complot paramilitar para asesinarlo ⚡#Petro #Colombia #narcotráfico #paramilitarismo #AUC #impunidad #violenciapolitica #confesión #élitespolíticas #paz

youtu.be/VO1unsbtYIk

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[Перевод] Инструкция по бесплатной GPT генерации новых фичей для наращивания точности ML модели Одним из самы...

#python #gpt #openai #скоринг #auc #машинное #обучение #нейронные #сети #data #mining

Origin | Interest | Match

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Ausgold share price Ausgold (ASX:AUC) is an asset listed on the ASX, and part of the Materials sector. Grafa’s asset page shows Ausgold’s share price, chart, trading volume, earnin

Ausgold ( #AUC ) has released " Quarterly Activities/Appendix 5B Cash Flow Report " on Mon 20 Oct at 08:49 AEST #tax #government #Mining #Gold #Australia

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It’s going to be so much easier tuning folks out.

They’re the loudest complaining about this tour and this book- cuz it’s not for them.

Thankfully. The choices to moderate reflect that.

S/o to Lynae Vanee “Parkin Lot Pimpin”for once again overstanding the assignment #AUC. #ATLHeaux
#MVP

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