ANYTHING is Possible in the D.A.U! | Hilariously Awesome DevilArtemis Part 44 [REACTIONS]
youtu.be/oa1BfQnVNTs?si=Mssn… via @DevilArtemisX
#Reaction
#ReactionVideo
#3DAnimated
#Kermit
#PerfectCell
#CellVs
#BattleBeast
#DonkeyKong
#DrEggman
#MetalSonic
#Funny
#Hilarious
#FunnyAF
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May 15
By avoiding direct optimization of the expensive log |Σ| and Σ⁻¹ terms in Gaussian likelihood, CellVS-Net serves as a drop-in replacement for the isotropic Gaussian (mean squared error) losses commonly used in cellular response models.
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May 15
CellVS-Net enables in-context prediction of network rewiring through a scalable differentiable surrogate for the multivariate Gaussian negative log-likelihood, decomposing covariance estimation into pairwise regression problems.
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May 15
CellVS-Net maps multivariate cellular contexts to predict a post-perturbation gene network represented as a Gaussian graphical model. It learns a single context encoder that functions as an amortized estimator, going directly from data context to network parameters.
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May 15
By avoiding direct optimization of the expensive log |Σ| and Σ⁻¹ terms in Gaussian likelihood, CellVS-Net serves as a drop-in replacement for the isotropic Gaussian (mean squared error) losses commonly used in cellular response models.
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May 15
CellVS-Net enables in-context prediction of network rewiring through a scalable differentiable surrogate for the multivariate Gaussian negative log-likelihood, decomposing covariance estimation into pairwise regression problems.
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May 15
CellVS-Net maps multivariate cellular contexts to predict a post-perturbation gene network represented as a Gaussian graphical model. It learns a single context encoder that functions as an amortized estimator, going directly from data context to network parameters.
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May 14
We curated DDR-Bench and DTR-Bench to validate virtual cells on practical drug discovery tasks and enable hill-climbing on useful hills. We make one contribution to cell-level screening with CellVS-Net, but the ceiling is still quite far away!
Pre-print: biorxiv.org/content/10.64898…
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May 14
We found that CellVS-Net substantially improves drug effect representation on both DDR-Bench (below) and DTR-Bench.
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May 14
We found shortcomings in both molecular and cell-level methods on these benchmarks, motivating us to go beyond static expression snapshots.
This led to CellVS-Net, an amortized estimator that predicts how gene networks restructure in response to unseen perts.
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9 Jan 2025
The Perfect Hero Shooter: Marvel Rivals Vs Overwatch! REACTION (DevilArt... youtu.be/Q1eGu99h6nE?si=bCQY… via @YouTube #marvelrivals #devilartemis #cellvs #heroshooter #reaction #fananimation
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29 Oct 2024
Fuck it I'm bored so let's start a series.
I'm going to be the corporate shell that I am and start writing #CELLVS
Yes folks you heard me right I don't know if I'm the first Cell account to do this but damn it I want to so let's start a poll shall we
----> look in replies
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27 Feb 2024
LET’S JUST ALL KEEL HOUR CELLVS
27 Feb 2024
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6 Dec 2023
We keep coming back. That’s why we need to establish a gr8 country/countries and a great world
The soul energy recycles
We have to treat earth like a [physical] home…not like a dump
Our future cellvs are depending on us
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Hi/psi-cellVs removes lambda
2 stair up as warrior guardians!
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19 Jan 2023
Well, I am posting the video here for people that don't know my youtube!
Thank you again @DevilArtemisX
For being the voice on this short animation! It means a lot! Hope we do more in the future!😊🫶
#MomoRozu #Kermit #Cellvs #devilartemis
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18 Jan 2023
I want to Thank you @DevilArtemisX For Being the voice of Kermit and Cell In my Animation! Please Give him some lovew and Joy!😊😊🫶🫶🤩
Hope you like the short video!😊👌
#MomoRozu #Kermit #Cellvs #devilartemis
youtu.be/MdLufzlHsAw
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27 Apr 2022
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14 Aug 2021
Check out the laugh out loud vid by @devilartemis and #hughneutron Master-Memer @TheUncleAlShow #hughlarious #cellvs #perfectcell #devilartemis @SuperverseYT #hughnation
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