Nick Erickson
nickerickson.bsky.social
Nick Erickson
@nickerickson.bsky.social
Author of AutoGluon: auto.gluon.ai

Senior Applied Scientist @ AWS AI

#opensource #automl
Reposted by Nick Erickson
🚨What is SOTA on tabular data, really? We are excited to announce 𝗧𝗮𝗯𝗔𝗿𝗲𝗻𝗮, a living benchmark for machine learning on IID tabular data with:

📊 an online leaderboard (submit!)
📑 carefully curated datasets
📈 strong tree-based, deep learning, and foundation models

🧵
June 23, 2025 at 10:15 AM
🚨 Reminder: Paper submissions for the 1st Workshop on Foundation Models for Structured Data (#FMSD) at #ICML2025 are due May 19!

Working on tab/ts foundation models (TabPFN/Chronos/etc.)? This is the workshop for you!

📅 Deadline: May 19
🔗 CFP: icml-structured-fm-workshop.github.io/call-for-pap...
Call for Papers | Foundation Models for Structured Data
icml-structured-fm-workshop.github.io
May 7, 2025 at 8:33 PM
🚀 AutoGluon 1.3 is out!
✅ Stability & usability improvements
🔥 AutoML Benchmark 2025: AutoGluon is SOTA in tabular ML
🧠 Huge boost to Multimodal with "Bag of Tricks"
📦 Major refactors, bug fixes, and 140+ commits from 20 contributors!
🔗 github.com/autogluon/au...
#OpenSource #AutoML
Release v1.3.0 · autogluon/autogluon
Version 1.3.0 We are happy to announce the AutoGluon 1.3.0 release! AutoGluon 1.3 focuses on stability & usability improvements, bug fixes, and dependency upgrades. This release contains 144 commit...
github.com
May 1, 2025 at 6:38 PM
We are excited to announce #FMSD: "1st Workshop on Foundation Models for Structured Data" has been accepted to #ICML 2025!
Call for Papers: icml-structured-fm-workshop.github.io
March 25, 2025 at 5:59 PM
Reposted by Nick Erickson
The #AutoMLConf deadline was extended! We’re looking for groundbreaking contributions in #AutoML, NAS, LLMs, agent-based systems, hyperparameter optimization, benchmarking, algorithm selection, and more. Don’t miss your chance to showcase your work in #NYC!
📅 Deadline: March 31
🌐 CfP: 2025.automl.cc
AutoML
2025.automl.cc
March 13, 2025 at 10:15 AM
Reposted by Nick Erickson
This might be the first time after 10 years that boosted trees are not the best default choice when working with data in tables.
Instead a pre-trained neural network is, the new TabPFN, as we just published in Nature 🎉
January 8, 2025 at 6:00 PM
Reposted by Nick Erickson
AutoGluon 1.2 is now public! Some highlights for tabular data:
1. 70% win-rate vs version 1.1.
2. TabPFNMix foundation model, parallel fit
3. AutoGluon-Assistant: Zero-code ML with LLMs.

Also, very cool improvements for TimeSeries related to Chronos!

#AutoML #TabularData
Release v1.2.0 · autogluon/autogluon
Version 1.2.0 We're happy to announce the AutoGluon 1.2.0 release. AutoGluon 1.2 contains massive improvements to both Tabular and TimeSeries modules, each achieving a 70% win-rate vs AutoGluon 1.1...
github.com
November 27, 2024 at 8:40 PM
Hello world! Feel free to follow me for updates on AutoGluon and AutoML!
December 11, 2024 at 6:04 PM