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Как помочь вашему RAG адаптироваться? Принимайте DRAG with KNEE! Часть 1 Все мы проходили через это: скармливаешь RAG...

#rag #knee #hierarchical #structure #optimization #retrieval #augmented #generation

Origin | Interest | Match

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[APEX REVIEW]
Progress of computer simulation technologies for surface acoustic wave devices—review
2025 Appl. Phys. Express 18 090103
Ken-ya Hashimoto

iopscience.iop.org/article/10.3...

#APEX
#OpenAccess
#Physics
#Review
#suface
#acoustic
#wave
#simulation
#hierarchical
#cascading

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The messaging structures, lies and disassociation with reality are creating dangerous levels of ignorance and distress among humans. This is especially evident among the formerly #powerful in #hierarchical structures. They have come to believe the lies.

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The Brains of Ultra-Powerful People Experience an Altered State of Reality, Research Suggests “The neuroscience is pretty uncomfortable. People in positions of power show reduced activity in mirror neuron systems, the circuitry responsible for empathy and perspective-taking.” –Shonna Waters, PhD

Literally making the case for a less #hierarchical society

All the more reason to start an #impeachment movement in #Brooklyn my video here
m.youtube.com/watch #scien...
#democracy #usa #gop #fascists #fascism

👉 Vote 'em Out!

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The Brains of Ultra-Powerful People Experience an Altered State of Reality, Research Suggests “The neuroscience is pretty uncomfortable. People in positions of power show reduced activity in mirror neuron systems, the circuitry responsible for empathy and perspective-taking.” –Shonna Waters, P...

Literally making the case for a less #hierarchical society
www.popularmechanics.com/science/a705...
All the more reason to start an #impeachment movement in #Brooklyn my video here
m.youtube.com/watch?v=cSyH... #science #NeuroScience #psychology #trump #iran #iranwar #psychopathy #fascism

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…and the #hierarchical system that it spawned created a #feedbackloop that made getting out of this way of life very hard to do. So why the hell did some people even start this? Dive deep into these topics and so much more in my #rewilding 101 course, and follow me for more.

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“In practice, however, people living under such systems are discovering that #hierarchical #societies are far less appealing than advertised. #Right-wing voters underestimated how often ordinary #citizens depend on #liberal #rights and #institutions for #protection

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Abstract:  The increasing concern about the presence of pesticides in vegetable leaves has underscored an urgent need for real-time, nondestructive, and accurate detection methods. Traditional methods are reliable but laboratory-based, costly, and unsuitable for field monitoring. In this study, we propose an efficient learning model pipeline that uses hyperspectral reflectance signatures to detect pesticide residue in plant leaves. We extract a comprehensive set of 39 domain-specific features based on vegetation indices, red-edge metrics, spectral statistics, and derivative profiles. To enhance the performance, use a multilayer perceptron to extract more features. A feature fusion module is used to combine both domain-specific features and features extracted by a multilayer perceptron. Further refinement is achieved through a feed-forward attention scoring module that dynamically weights important features. The efficiency of the system is evaluated using an enhanced extra trees classifier, which shows superior classification performance and stability across different feature formats. With cross-validation, our model achieves an accuracy of 94.69%, significantly outperforming conventional classifiers such as convolutional neural networks, support vector machines, and ensemble models such as random forest and extra trees. This framework not only improves interpretability and performance but also provides a foundation for a real-time, on-site pesticide monitoring solution.

Abstract: The increasing concern about the presence of pesticides in vegetable leaves has underscored an urgent need for real-time, nondestructive, and accurate detection methods. Traditional methods are reliable but laboratory-based, costly, and unsuitable for field monitoring. In this study, we propose an efficient learning model pipeline that uses hyperspectral reflectance signatures to detect pesticide residue in plant leaves. We extract a comprehensive set of 39 domain-specific features based on vegetation indices, red-edge metrics, spectral statistics, and derivative profiles. To enhance the performance, use a multilayer perceptron to extract more features. A feature fusion module is used to combine both domain-specific features and features extracted by a multilayer perceptron. Further refinement is achieved through a feed-forward attention scoring module that dynamically weights important features. The efficiency of the system is evaluated using an enhanced extra trees classifier, which shows superior classification performance and stability across different feature formats. With cross-validation, our model achieves an accuracy of 94.69%, significantly outperforming conventional classifiers such as convolutional neural networks, support vector machines, and ensemble models such as random forest and extra trees. This framework not only improves interpretability and performance but also provides a foundation for a real-time, on-site pesticide monitoring solution.

New from Applied Spectroscopy!
Advanced #Hyperspectral Signature Processing for Chemical Stress Detection in #Vegetable Leaves Using #Hierarchical #Feature Extraction and #Enhanced #Ensemble #Model
Read more: https://doi.org/10.1177/00037028251411953
#SAS #Spectroscopy #pesticides #vegetable

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[APEX REVIEW]
Progress of computer simulation technologies for surface acoustic wave devices—review
2025 Appl. Phys. Express 18 090103
Ken-ya Hashimoto

iopscience.iop.org/article/10.3...

#APEX
#OpenAccess
#Physics
#Review
#suface
#acoustic
#wave
#simulation
#hierarchical
#cascading

1 0 0 0
Post image

[APEX REVIEW]
Progress of computer simulation technologies for surface acoustic wave devices—review
2025 Appl. Phys. Express 18 090103
Ken-ya Hashimoto

iopscience.iop.org/article/10.3...

#APEX
#OpenAccess
#Physics
#Review
#suface
#acoustic
#wave
#simulation
#hierarchical
#cascading

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Gao et al. proposed a #sacrificial #synergy strategy combining #elastic #cross-linked network and #hierarchical #roughness to enhance #toughness and #durability, and clarified its toughening #mechanism
DOI: 10.1016/j.jobab.2025.11.004
www.sciencedirect.com/science/arti...

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Hierarchical Language Model Design For Interpretable Graph Reasoning

Sambhav Khurana, Xiner Li, Shurui Gui, Shuiwang Ji

Action editor: Sheng Li

https://openreview.net/forum?id=F74rZKJXfm

#graphs #graph #hierarchical

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RE: mastodon.social/@Toadlyturtle/1155547558...

Can we stop seeing #MutualAid as #transactional please? #Reciprocal yes, transactional no. And we must allow that #reciprocity isn't always direct. Otherwise, are we not simply uplifting #capitalist paradigms of #hierarchical value? […]

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How Can Knowledge of a Task’s Modular Structure Improve Generalization and Training Efficiency?

Shreyas Malakarjun Patil, Cameron Ethan Taylor, Constantine Dovrolis

Action editor: Gintare Dziugaite

https://openreview.net/forum?id=46hFTOUox7

#modular #modularity #hierarchical

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Discovering group dynamics in coordinated time series via hierarchical recurrent switching-state ...

Michael Wojnowicz, Kaitlin Gili, Preetish Rath et al.

Action editor: Yingzhen Li

https://openreview.net/forum?id=LHchZthcOf

#recurrent #hierarchical #markov

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Hierarchical Consensus Boosts Remote Sensing Image Classification

Hierarchical Consensus Boosts Remote Sensing Image Classification

SAHC, a Semantics‑Aware Hierarchical Consensus method, was evaluated on three remote‑sensing benchmarks and achieved higher accuracy than baseline models. getnews.me/hierarchical-consensus-b... #remotesensing #hierarchical

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[Latest Article : APEX REVIEW]
Progress of computer simulation technologies for surface acoustic wave devices—review
2025 Appl. Phys. Express 18 090103
Ken-ya Hashimoto

iopscience.iop.org/article/10.3...

#APEX
#OpenAccess
#Physics
#Review
#suface
#acoustic
#wave
#simulation
#hierarchical

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Stagewise Method Enhances Hierarchical Federated Learning

Stagewise Method Enhances Hierarchical Federated Learning

Posted 21 Sept 2025, a two‑stage framework for hierarchical federated learning improves convergence on MNIST and CIFAR‑10 while cutting communication rounds, latency and energy use. getnews.me/stagewise-method-enhance... #federatedlearning #hierarchical

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All life is #connected in #hierarchical relationships and through #karmic bonds. All #reincarnated life #lives and #grows and #evolves together in #relationships. #Cooperation is a natural way of living.

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Modulating pore channels of activated carbon from biomass to assemble zinc ion hybrid supercapacitor with high specific capacitance A notable challenge in zinc ion hybrid supercapacitor (ZiHSC) is the size discrepancy between the carbon cathode pores and the [Zn·(H2O)6]2+ (diameter…

Zhu et al. synthesized #wood-derived porous carbon with a #hierarchical pore structure via combined chemical and physical #activation
DOI: 10.1016/j.jobab.2025.08.002
sciencedirect.com/science/arti...

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Zhu et al. synthesized #wood-derived porous carbon with a #hierarchical pore structure via combined chemical and physical #activation
DOI: 10.1016/j.jobab.2025.08.002
www.sciencedirect.com/science/arti...

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Vertically oriented NiCoMo sulfide nanosheet arrays on Ti3C2Tx MXene for high-performance supercapacitors In this study, a step-by-step synthesis strategy was adopted to successfully construct three-dimensional hierarchical porous architectures by first epitaxially growing vertically oriented NiCoMo hydro...

🔥 A step-by-step synthesis strategy was employed to successfully construct three-dimensional #hierarchical porous architectures with enhanced #interfacial coupling. This approach holds promise for application in #high-performance #supercapacitors.

#Ti₃C₂Tₓ
#NiCoMo

🔗 doi.org/10.1039/D5QI01072A

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Exploring FAT32 - A Cornerstone in Data Storage In the intricate world of data storage, few systems have had as profound an impact as FAT32. Standing for File Allocation Table 32, FAT32 is a file system renowned for its ve...

Exploring FAT32 - A Cornerstone in Data Storage #File #System #Fat32 #Microsoft #Storage #Compatibility #Versatility #Hierarchical #Directories #Clusters #Removable #Embedded #Legacy #Evolution

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Shi et al. fabricated #nitrogen-rich activated #nanosized carbon with #hierarchical #micro/mesoporous and #ultrahigh specific surface area by #template-free and #one-step #carbonization-activation method
sciencedirect.com/science/arti...

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Original post on mastodon.social

This article @SabiLewSounds posted talks a lot about the origins #mentalhealth treatments

Things that remain centerstage today in the #marginalization of so many

There's a long history of #segregation and #uglylaws, on and on, to keep those who don't conform with expected norms from having an […]

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In the long run, a #hierarchical society was only possible on a basis of #poverty and ignorance.

-Emmanuel Goldstein’s “The Theory and Practice of Oligarchical Collectivism” In George Orwell’s #1984

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#Resistance ✌️

No Kings, No Crowns
is a phrase expressing opposition
to #monarchies & #hierarchical #power structures

It's used to advocate for a more
#democratic & #equitable society

where power is not concentrated
in hands of single individual or small elite
Find event: www.fiftyfifty.one/events

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New paper led by Thomas #Riecke & about #hierarchical modelling for #predator #prey relationship using #IPM to estimate demo response of a 🦉 #pred @vogelwarte.bsky.social #ecology #bird #bayes 🧪🌍
doi.org/10.1016/j.ec...

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GitHub - shimo-lab/pvclust: An R package for hierarchical clustering with p-values An R package for hierarchical clustering with p-values - shimo-lab/pvclust

#Hierarchical #clustering with p-values and #bootstrap options, is possible with #rstats #package #pvclust github.com/shimo-lab/pv... can be used for #scale #validation too www.sciencedirect.com/science/arti...

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