iPhone 18 Pro: Gerüchte-Hin- und Her um Dynamic Island
Apples iPhone-Front wird seit Jahren vom Dynamic-Island-Bereich beherrscht. Fehlübersetzte Gerüchte aus Asien sorgten zuletzt für Wirbel, ob sie verschwindet.
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ang senaste RT är det iallafall två personer som kört in i palestinademos https://expo.se/nyhet/bil-korde-in-i-palestina-demonstration-igen/
Localized Dynamics-Aware Domain Adaption for Off-Dynamics Offline Reinforcement Learning
Zhangjie Xia, Yu Yang, Pan Xu
https://arxiv.org/abs/2602.21072 https://arxiv.org/pdf/2602.21072 https://arxiv.org/html/2602.21072
arXiv:2602.21072v1 Announce Type: new
Abstract: Off-dynamics offline reinforcement learning (RL) aims to learn a policy for a target domain using limited target data and abundant source data collected under different transition dynamics. Existing methods typically address dynamics mismatch either globally over the state space or via pointwise data filtering; these approaches can miss localized cross-domain similarities or incur high computational cost. We propose Localized Dynamics-Aware Domain Adaptation (LoDADA), which exploits localized dynamics mismatch to better reuse source data. LoDADA clusters transitions from source and target datasets and estimates cluster-level dynamics discrepancy via domain discrimination. Source transitions from clusters with small discrepancy are retained, while those from clusters with large discrepancy are filtered out. This yields a fine-grained and scalable data selection strategy that avoids overly coarse global assumptions and expensive per-sample filtering. We provide theoretical insights and extensive experiments across environments with diverse global and local dynamics shifts. Results show that LoDADA consistently outperforms state-of-the-art off-dynamics offline RL methods by better leveraging localized distribution mismatch.
toXiv_bot_toot
🇺🇦 #NowPlaying on KEXP's #DriveTime
Dan Mangan:
🎵 A Christmas Song
#DanMangan
https://danmangan.bandcamp.com/track/a-christmas-song
https://open.spotify.com/track/6EkDPVeNCRN3mWRT8eFVn9
Trump's Epstein Scandal Takes Damning Turn as Dem Drops New Bombshell (New Republic)
https://newrepublic.com/article/207005/trump-epstein-scandal-takes-damning-turn-dem-drops-new-bombshell
http://www.memeorandum.com/260225/p74#a260225p74
Dynamic mounds made of methane at a depth of some 3,640 meters
act like “frozen reefs” for a bizarre array of deep-sea creatures, new observations reveal
https://www.scientificamerican.com/article/bizarre-ecosystem-disco…
Cowboys Remain Best Fit for Breakout Star Ahead of NFL Free Agency https://www.si.com/nfl/cowboys/onsi/news/dallas-cowboys-klayton-adams-importance-run-game-dynamic-offense
Maine Democrat Graham Platner Boosts Holocaust-Denying White Supremacist (Chuck Ross/The Washington Free Beacon)
https://freebeacon.com/democrats/maine-democrat-graham-platner-boosts-holocaust-denying-white-supremacist/
http://www.memeorandum.com/260226/p102#a260226p102
🇺🇦 #NowPlaying on KEXP's #SeekAndDestroy
Mortual:
🎵 Dimensional Chaos
#Mortual
https://mortualofficial.bandcamp.com/track/dimensional-chaos
https://open.spotify.com/track/575Rvc7gl1rBqNV31UAhki
Pope Leo, on Christmas Eve, says denying help to poor is rejecting God (Joshua McElwee/Reuters)
https://www.reuters.com/world/pope-leo-christmas-eve-says-denying-help-poor-is-rejecting-god-2025-12-24/
http://www.memeorandum.com/251225/p1#a251225p1