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What Data is Really Necessary? A Feasibility Study of Inference Data Minimization for Recommender Systems
Jens Leysen, Marco Favier, Bart Goethals
https://arxiv.org/abs/2508.21547

What Data is Really Necessary? A Feasibility Study of Inference Data Minimization for Recommender Systems
Data minimization is a legal principle requiring personal data processing to be limited to what is necessary for a specified purpose. Operationalizing this principle for recommender systems, which rely on extensive personal data, remains a significant challenge. This paper conducts a feasibility study on minimizing implicit feedback inference data for such systems. We propose a novel problem formulation, analyze various minimization techniques, and investigate key factors influencing their effe…

🇺🇦 Auf radioeins läuft...
Get Well Soon:
🎵 Funny Treats
#NowPlaying #GetWellSoon
https://stephanzovsky.bandcamp.com/track/get-well-soon-funny-treats-stephan-zovsky-remix
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🎵 Narc (Live at Third Man Records)
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"In a year of gutless moves by major media companies, this may be the most gutless."
Instant capitulation to Fat Putin & his mob boss FCC chairman? Well, get your kneepads, #Disney & #ABC!
✅

FCC threatens Jimmy Kimmel. ABC shamefully caves. This is a disgrace | Opinion
FCC Chairman Brendan Carr threatened Jimmy Kimmel and ABC over a monologue about Charlie Kirk. His threats are disturbing. ABC's reaction? Terrifying.

Jobbreise mandag morgen er forberedt, jeg tar med meg utstyret hjem i dag. Kofferten fikk fint plass på sykkelen. #sykkeltut #godhelg

APS Explorer: Navigating Algorithm Performance Spaces for Informed Dataset Selection
Tobias Vente, Michael Heep, Abdullah Abbas, Theodor Sperle, Joeran Beel, Bart Goethals
https://arxiv.org/abs/2508.19399

APS Explorer: Navigating Algorithm Performance Spaces for Informed Dataset Selection
Dataset selection is crucial for offline recommender system experiments, as mismatched data (e.g., sparse interaction scenarios require datasets with low user-item density) can lead to unreliable results. Yet, 86\% of ACM RecSys 2024 papers provide no justification for their dataset choices, with most relying on just four datasets: Amazon (38\%), MovieLens (34\%), Yelp (15\%), and Gowalla (12\%). While Algorithm Performance Spaces (APS) were proposed to guide dataset selection, their adoption h…

Le Conseil fédéral a induit Š plusieurs reprises la population en erreur avec de fausses indications sur le choix des F-35 dont le prix explose. https://www.letemps.ch/suisse/comment-une-presentation-biaisee-des-couts-a-pousse-au-choix-du-f-35?shouldPreventPurchase=true&inAppView=3.18.1&didomiConfig.user.externalConsent.value={"purposes":{"consent":{"enabled":["audiencem-hJxaeGrR","cookies","create_ads_profile","create_content_profile","device_characteristics","geolocation_data","improve_products","market_research","measure_ad_performance","measure_content_performance","parselyne-Ya2EC4dG","select_basic_ads","select_personalized_ads","select_personalized_content","use_limited_data_to_select_content"],"disabled":[]},"legitimate_interest":{"enabled":[],"disabled":[]}},"vendors":{"consent":{"enabled":["amazon","c:aws-cloudfront","c:bannerwise-EeHwBjLT","c:chartbeat","c:cloudflare","c:echobox-GqD96L9K","c:forecast-ZRJPAUT7","c:googleana-4TXnJigR","c:hotjar","c:jsdelivr-xdD77X6w","c:jw-player","c:keycdn","c:linkedin","c:magnitein-ePEpbCQ7","c:meta-43HDmFRa","c:microsoft","c:nonli-jnWf8kqD","c:pianohybr-R3VKC2r4","c:pinterest","c:spyri-XAtBPx3i","c:tapadinc-VDTUUcKw","c:tiktok-KZAUQLZ9","c:unrulygro-nKyLqdKi","c:youtube","facebook","google","twitter",1,10,1020,1021,1028,1046,1069,108,109,11,1126,12,120,128,13,130,131,1310,132,136,137,138,142,143,154,156,16,164,202,209,21,211,23,238,24,241,243,25,253,264,28,284,290,30,301,32,36,39,4,412,422,45,469,475,493,50,519,52,559,58,61,612,617,68,684,69,73,76,77,783,790,793,80,81,811,84,85,855,898,91,92,95,965,98],"disabled":[]},"legitimate_interest":{"enabled":[],"disabled":[]}},"user_id":"36B03261-8BC8-4FB4-A026-0543FF748710","created":"2025-05-28T08:36:56.058Z","updated":"2025-08-30T09:35:31.055Z","source":{"type":"app","domain":"ch.letemps.LT"},"action":"webview"}

🇺🇦 #NowPlaying on #BBC6Music
Interpol:
🎵 Narc (Live at Third Man Records)
#Interpol
https://interpol.bandcamp.com/track/narc-1
https://open.spotify.com/track/1GTIlxu5lJzZpT19FmOGnF

🇺🇦 #NowPlaying on #BBC6Music's #LaurenLaverne
Bryony Jarman-Pinto:
🎵 Moving Forward (Cosmodelica Remix)
#BryonyJarmanPinto
https://heavenlyrecordings.bandcamp.com/track/bryony-jarman-pinto-moving-forward-cosmodelica-remix
https://open.spotify.com/track/6U9pWwx3gHDYUhL0ij52Lb