How to learn a #DeepLearning surrogate model efficiently with multi-fidelity data? Check out our #ICML2024 paper on ``Multi-Fidelity Residual Neural Processes for Scalable Surrogate Modeling'' Paper: arxiv.org/abs/2402.18846 Code: github.com/Rose-STL-Lab/M… (1/3)

We are delighted to announce the #ICML2024 ML4ESM Best Paper Award winner: [2406.14798] Probabilistic Emulation of a Global Climate Model with Spherical DYffusion (arxiv.org) Congrats to Salva Rühling Cachay and co-authors AI2 Climate Modeling Rose Yu for their amazing work!

We will be looking for talks covering all aspects of the Earth system at our #AGU24 session. And a reminder that if you are submitting an abstract to one section (AS, OS, CS, H,...), you can submit a second abstract to ours as we are in NG!

We've verified the top 5 winners for the LEAP - Atmospheric Physics using AI (ClimSim) Kaggle competition! I'd like to give shout outs to Zeyuan Hu and Laura Mansfield for being invaluable teammates in the verification process + the winners for their cooperation Kaggle LEAP-STC

Tracking some ocean eddies with SAM 2. :) Data from #FESOM2 1-km simulation of the Arctic Ocean.

Do not fly drones over or near the fire area - Unauthorized drone flights pose serious risks to firefighter and public safety and the effectiveness of wildfire suppression operations. More info on the Stone Canyon Fire at Boulderodm.gov

The streams have crossed. natesilver.net/p/nate-silver-…

Even more exciting😎: we can use data from observations/experiments to improve simulators and ML surrogates. It’s like a feedback loop that makes predictions more accurate and speeds up discoveries. (There are practical issues, but this is a potential game-changer for science!)

A publishing platform that places code front and centre 👩‍💻 Curvenote creates interactive publications based on digital-coding notebooks and aims to increase the transparency and reproducibility of data science. go.nature.com/3SH03BX

For too long, users have lived under the software lottery tyranny of fused attention implementations. No longer. Introducing FlexAttention, a new PyTorch API allowing for many attention variants to enjoy fused kernels in a few lines of PyTorch. pytorch.org/blog/flexatten… 1/10

It’s hilarious that climate deniers’ “evidence” that there’s no sea-level rise is that rich people are buying beachfront property. I’ve warned those people, and their reply is always “we’ll just walk away when it’s bad.” That’s the thing about being rich.

📢 Are you interested in diffusion models and inverse problems? Check out our new preprint "Learning Diffusion Priors from Observations by Expectation Maximization" with Gérôme Andry, François Lanusse and Gilles Louppe! 🧵 arxiv.org/abs/2405.13712

Excited to share this emerging team research led by Jaideep Pathak on autoregressive AI for km-scale atmospheric prediction. First glimmers of 1-5h convective forecast skill competitive with HRRR alongside plausible generated moist updrafts. Preprint: d1qx31qr3h6wln.cloudfront.net/publications/S…

🎉Introducing the LEAP-PANGEO DATA CATALOG🎉 🚀 catalog.leap.columbia.edu contains Analysis-Ready Cloud-Optimized datasets ingested by LEAP researchers + other publicly-available datasets. Just paste code snippets into e.g. a JupyterHub cell + start work in seconds! (🧵 1/5)

Elon Musk You are undermining democracy by spewing crazy-ass conspiracy theories that erode the public's trust in democratic institutions. Non-citizens can not and do not vote.

Trump budget would spike deficits by nearly 5 times Harris proposal, says Penn Wharton cnbc.com/2024/08/27/tru…

So pleased to share another paper by an amazing interdisciplinary team, including LEAPers Pierre Gentine Katie Dagon David John Gagne Mike Pritchard + Laure Zanna! Read: go.nature.com/3yKLUND U.S. National Science Foundation Columbia Climate School Columbia Engineering #teamwork #community #climate #ML #AI #data #scienceforgood

An excellent write up by James Dinneen on how we are learning more about the role that clouds play in climate. It was awesome to do some cloud watching in Central Park and talk with him about these important questions! LEAP-STC Columbia Engineering Columbia Climate School

Elon Musk Historically, armed civilian militia are the ones that have brought down democratic governments and helped tyrants gain power. Famous examples include Mussolini's Italian Fasces of Combat, Hitler's Brown Shirts, etc... There were similar groups in the US that attempted a coup

The idea that combating disinformation is “policing speech” is a talking point often used by the fossil fuel industry. And it misses a crucial point: through disinformation, profit-driven big oil is helping determine where public funds are directed. exxonknews.org/p/why-climate-…