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New #J2C Certification:

Optimization Guarantees for Square-Root Natural-Gradient Variational Inference

Navish Kumar, Thomas Möllenhoff, Mohammad Emtiyaz Khan, Aurelien Lucchi

https://openreview.net/forum?id=OMOFmb6ve7

#variational #gradient #parameterization

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Optimization Guarantees for Square-Root Natural-Gradient Variational Inference

Navish Kumar, Thomas Möllenhoff, Mohammad Emtiyaz Khan, Aurelien Lucchi

Action editor: Jan-Willem van de Meent

https://openreview.net/forum?id=OMOFmb6ve7

#variational #gradient #parameterization

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The R2 (a, c, e, g, i, k) and RMSE (b, d, f, h, j, l) from 29 different fitting functions for the relationship between H and DBH for six different PFTs.

The R2 (a, c, e, g, i, k) and RMSE (b, d, f, h, j, l) from 29 different fitting functions for the relationship between H and DBH for six different PFTs.

The relationship between H and DBH for six different PFTs (a–f). The blue line is the best fitting function for each PFT.

The relationship between H and DBH for six different PFTs (a–f). The blue line is the best fitting function for each PFT.

【EDITOR'S CHOICE】
#Parameterization of height–diameter and crown radius–diameter relationships across the globe

#TreeHeight | #DiameteratBreastHeight | #CrownRadius | #FittingFunction | #VegetationModel

doi.org/10.1093/jpe/...

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LEAP welcomes @blankabalogh_ to our ML Journal Club this week!

📅 THURSDAY, 11/9 @ 3:30p (EDT)
💻

@columbia @columbiaclimate @CUSEAS @NSF @meteofrance

#climate #climatemodels #parameterization #ML #AI #climateadaptation

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Don't miss LEAP team-member Sara Shamekh presenting "Low-dimensional representation of turbulence across planetary boundary layer regimes" this morning at 11:25 (CST) @ E353ab!



#Parameterization #ClimateModel #Climate #ClimateAdaptation

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LEAP team-member Sara Shamekh presents this evening at #AGU #AGU22!

Check out "NG36A-03 - Implicit Learning of Convective Organization Explains Precipitation Stochasticity"

#ClimateModel #Climate #Parameterization #Precipitation #ML #Data

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🌍 THURSDAY: LEAP FALL LECTURE 🌍

Dr. Pedram Hassanzadeh (Rice) presents "Learning Data-driven Subgrid-Scale Models for Geophysical Turbulence"

Thurs, 11/17 @ 3pm
Hybrid: in-person/via Zoom
RSVP:

#ClimateScience #ML #ClimateChange #Parameterization

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