💥 Tabular ML just got a massive upgrade. 🚀 AutoGluon 1.4.0 is here — our biggest release yet. 🔥 Extreme Preset → biggest performance leap ever 🧠 5 new SOTA models 🤖 MLZero 1.0 (zero‑code multimodal AutoML) 📊 TabArena benchmark ⚡ Time series speedups

🚨 Join us tomorrow at the 1st ICML Workshop on Foundation Models for Structured Data! 📅 July 18 | ⏰ 9 AM - 5 PM 📍 West Ballroom D 🎉 70 accepted papers 🎤 8 spotlight orals 🌟 6 invited talks from top experts in tabular & timeseries data! #ICML2025 #FMSD

I'm excited to see RealMLP on top of the full TabArena leaderboard! The RealMLP version in TabArena uses an improved hyperparameter search space, which I designed on other benchmarks and (mostly) before I was invited as a co-author of TabArena. Here are some thoughts: 🧵

🚨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 🧵

With TabArena, we are able to ensemble the results of all methods together, strongly outperforming all previous approaches, including the state-of-the-art, AutoGluon. The next release of AutoGluon, we plan to incorporate methods such as RealMLP to achieve a new SOTA. 2/

We put all the best practices for tabular data benchmarking in one place to make TabArena, a living benchmark for tabular data. Compare with the very best implementations of state-of-the-art methods out of the box! Here are my thoughts: 🧵

Less than 2 weeks left to submit to the AutoML 2025 Non-archival track! We are looking for (1) journal/conference papers, (2) original 4-page papers, and (3) non-traditional content on the topic of AutoML. Details:

Deadline Extended to May 23rd AoE for the Foundation Models for Structured Data #ICML2025 workshop to better accomodate those with NeurIPS paper submissions! If you have a paper on structured FMs at NeurIPS, consider submitting to the FMSD workshop!

🚨 Final countdown: Submissions for our @icmlconf '25 Workshop on Foundation Models for Structured Data close today (May 19) at 11:59 PM AoE ⏰. We're excited to see your best work! Submit now: https://t.co/tELBRPcO5E

Today is the last day to submit papers to the Foundation Models for Structured Data (FMSD) Workshop at ICML 2025! Deadline is May 19th, 11:59 PM AoE! Submit your short-form 4 page papers that delve into the emerging structured data foundation model field.

🚀 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! https://t.co/gKPmRDpO2n

📢 We are excited to announce "#FMSD: 1st Workshop on Foundation Models for Structured Data" has been accepted to #ICML 2025! Call for Papers: https://t.co/GwnimFbpPb

Really great talk by Oleksandr from the @autogluon team on #Chronos, an new foundation model for #timeseries:

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

📢 Exciting news! #AutoML2025 introduces a Non-Archival Track to spotlight engaging, impactful, and creative content! Submit short papers, journal papers, interactive demos, videos, blog posts, surveys & more! Deadline: June 16th AoE Details 👉 https://t.co/v7YhfBpGUp #AutoML

‼️Now things are getting interesting :). This is exceptional work that is going to push the tabular data field forward massively. We integrated TabPFN into AutoGluon starting in our v1.2 release with TabPFNMix, and I suspect this trend will continue with TabPFNv2! Time to code.

🚀 AutoGluon 1.2 is here! Key highlights: 1. Tabular & TimeSeries: 70% win-rate over v1.1. 2. New Features: TabPFNMix foundation model, parallel fit, Chronos-Bolt (250x faster + accurate). 3. AutoGluon-Assistant: Zero-code ML with LLMs. #AutoML

🚀 Become a Kaggle Grandmaster with Zero Code! Excited to announce the release of AutoGluon Assistant (AG-A): An ML Assistant, powered by AutoGluon and LLMs, turn your natural language task descriptions into winning ML models. ~ Team @autogluon https://t.co/UGjOv1FBzz #AutoML

🥇🥈🥉AutoGluon was used in the 1st, 2nd, 3rd, and 4th place solutions to @kaggle's latest ML competition out of 2718 competitors!

#AutoGluon 1.1 is live! 🚀 Highlights: 1. ⏳Chronos⌛️, a zero-shot forecasting model, is now natively integrated into AutoGluon, achieving a 60% win-rate vs the prior 1.0 release! Chronos has already been downloaded over 1.4 million times on HuggingFace, and we are excited to