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

🧵

23.06.2025 10:14 — 👍 13    🔁 8    💬 1    📌 0

Call for Papers | Foundation Models for Structured Data

🚨 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...

07.05.2025 20:33 — 👍 2    🔁 0    💬 0    📌 0

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...

🚀 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

01.05.2025 18:38 — 👍 4    🔁 1    💬 0    📌 0

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

25.03.2025 17:59 — 👍 16    🔁 10    💬 0    📌 2

AutoML

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

13.03.2025 10:15 — 👍 8    🔁 5    💬 0    📌 1

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 🎉

08.01.2025 18:00 — 👍 39    🔁 15    💬 3    📌 6

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...

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

27.11.2024 20:40 — 👍 16    🔁 4    💬 1    📌 0

Hello! Happy to join!

11.12.2024 18:07 — 👍 1    🔁 0    💬 1    📌 0

Hello world! Feel free to follow me for updates on AutoGluon and AutoML!

11.12.2024 18:04 — 👍 0    🔁 0    💬 0    📌 0