The First Star-by-star N-body/Hydrodynamics Simulation of Our Galaxy Coupling with a Surrogate Model: #MilkyWay Galaxy" -> Milchstraße erstmals vollständig aufgelöst: https://www.ingenieur.de/technik/fachbereiche/raumfahrt/100-mrd-sterne-milchstrasse-erstmals-vollstaendig-aufgeloest/ - ein KI-gestütztes Verfahren simuliert die Milchstraße mit 100 Milliarden Sternen.
A new 'hypertropical' climate is emerging in the Amazon, exposing trees to deadly stress https://phys.org/news/2025-12-hypertropical-climate-emerging-amazon-exposing.html
Meta-learning three-factor plasticity rules for structured credit assignment with sparse feedback
Dimitra Maoutsa
https://arxiv.org/abs/2512.09366 https://arxiv.org/pdf/2512.09366 https://arxiv.org/html/2512.09366
arXiv:2512.09366v1 Announce Type: new
Abstract: Biological neural networks learn complex behaviors from sparse, delayed feedback using local synaptic plasticity, yet the mechanisms enabling structured credit assignment remain elusive. In contrast, artificial recurrent networks solving similar tasks typically rely on biologically implausible global learning rules or hand-crafted local updates. The space of local plasticity rules capable of supporting learning from delayed reinforcement remains largely unexplored. Here, we present a meta-learning framework that discovers local learning rules for structured credit assignment in recurrent networks trained with sparse feedback. Our approach interleaves local neo-Hebbian-like updates during task execution with an outer loop that optimizes plasticity parameters via \textbf{tangent-propagation through learning}. The resulting three-factor learning rules enable long-timescale credit assignment using only local information and delayed rewards, offering new insights into biologically grounded mechanisms for learning in recurrent circuits.
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Crosslisted article(s) found for math.OC. https://arxiv.org/list/math.OC/new
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https://arxiv.org/abs/2511.09807 https://mastoxiv.page/@arXiv_mathST_bot/115546975796760368
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Athanasios Christou Micheas
https://arxiv.org/abs/2511.10293 https://mastoxiv.page/@arXiv_statME_bot/115547493525198835
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https://arxiv.org/abs/2511.10429 https://mastoxiv.page/@arXiv_mathDS_bot/115547276594491411
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https://arxiv.org/abs/2511.10452 https://mastoxiv.page/@arXiv_mathNA_bot/115547323782478749
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Moody Urbanity - Old & New VI 🔆
情绪化城市 - 新与旧 VI 🔆
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#filmphotography #Photography #blackandwhite
New Cowboys 2026 NFL mock draft gift wraps defensive stars for Dallas https://www.si.com/nfl/cowboys/onsi/draft/new-dallas-cowboys-2026-nfl-mock-draft-gift-wraps-defensive-stars
"les différences entre générations sont statistiquement insignifiantes sur tous les indicateurs clés du monde du travail : satisfaction, engagement, motivation, valeurs, équilibre entre la vie professionnelle et personnelle, stress, intention de quitter son emploi."
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De compagnie van Frans Banninck Cocq
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Fossil fuel industry's 'climate false solutions' reinforce its power, aggravate environmental injustice, study suggests https://phys.org/news/2025-12-fossil-fuel-industry-climate-false.html
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