Co widzę moim okiem...Mar 13, 2025

This work builds off a previous paper in which the researchers explored harms that can occur when one uses deterministic systems at scale. They found that using a machine-learning model to deterministically allocate resources can amplify inequalities that exist in training data, which can reinforce bias and systemic inequality.

#ai #machinelearning #randomisation

https://news.mit.edu/2024/study-structured-randomization-ai-can-improve-fairness-0724

Study: When allocating scarce resources with AI, randomization can improve fairness

MIT researchers argue that, in some situations where machine-learning models are used to allocate scarce resources or opportunities, randomizing decisions in a structured way may lead to fairer outcomes.

MIT News | Massachusetts Institute of Technology
iotarFeb 3, 2025
Second edition of my sentence structure teaching dice. This time lettered with French fake Letraset!
#teachingaids #randomisation #dice
Ichinin   ✅🎯🙄Apr 27, 2023
#VLCPlayer could use a better #randomisation when playing a playlist on random. Too many episodes come up on repeat, selection seems heavily #biased to the earlier entries in the list.
Published papers at TMLRMar 7, 2023

Numerical Accounting in the Shuffle Model of Differential Privacy

Antti Koskela, Mikko A. Heikkilä, Antti Honkela

https://openreview.net/forum?id=11osftjEbF

#shufflers #randomisation #shuffle

Numerical Accounting in the Shuffle Model of Differential Privacy

Shuffle model of differential privacy is a novel distributed privacy model based on a combination of local privacy mechanisms and a secure shuffler. It has been shown that the additional...

OpenReview
TMLR certificationsMar 7, 2023

New #FeaturedCertification:

Numerical Accounting in the Shuffle Model of Differential Privacy

Antti Koskela, Mikko A. Heikkilä, Antti Honkela

https://openreview.net/forum?id=11osftjEbF

#shufflers #randomisation #shuffle

Numerical Accounting in the Shuffle Model of Differential Privacy

Shuffle model of differential privacy is a novel distributed privacy model based on a combination of local privacy mechanisms and a secure shuffler. It has been shown that the additional...

OpenReview
Michal Bryxí 🌱Feb 7, 2023

Morning wisdom:

#Dev #Testing #Randomisation #Fixtures #JSON

polarity Apr 28, 2022

There is something that #music software manufacturers have against #randomisation functions. Meanwhile, randomize buttons are everywhere. But it's hard to define what you don't want to randomise or whether you can operate the button by automation. and this is such a strong feature for any producer.

you cant have it all :(

#musicproduction

Dick Smiths Fair Go SupportersDec 23, 2021

TRICK FOR PICKING random searx instances.

1) Bookmark 36 #searx instances, mapping six to SX1, another six to SX2, etc.

2) Use a six-sided pen like a dice by rolling it on your desk, twice. Once to pick SX1-6 and again to pick which bookmark in the list.

3) Happy #searxing over #Tor and #I2P!

#randomisation #searching #searchTips #randomFun #lifeHacks