AutoML Seminars

Chronos-2 From Univariate to Universal Forecasting

AutoML Seminars

Stop Guessing, Start Discovering Trade-offs in Your ML Models

AutoML Seminars

ShinkaEvolve Towards Open-Ended And Sample-Efficient Program Evolution

AutoML Seminars

Machine Learning without data training small models with 10 examples

AutoML Seminars

Benchmarking Beyond Statistics Data-Driven Footprints for Explainable Black-Box Optimization

AutoML Seminars

Do-PFN In-Context Learning for Causal Effect Estimation

AutoML Seminars

Multi-Objective AutoML Towards Accurate and Robust models

AutoML Seminars

carps A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks

AutoML Seminars

Accelerating Bayesian Inference and Data Acquisition via Amortization

AutoML Seminars

A LLM Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms

AutoML Seminars

TabArena A Living Benchmark for Machine Learning on Tabular Data

AutoML Seminars

Tuning LLM Judge Design Decisions for 11000 of the Cost

AutoML Seminars

Hyperband-based Bayesian Optimization for Efficient Black-box Prompt Selection

AutoML Seminars

Understanding High-Dimensional Bayesian Optimization

AutoML Seminars

AutoML in the Age of Structured Foundation Models

AutoML Seminars

Scaling up Test-Time Compute with Latent Reasoning A Recurrent Depth Approach

AutoML Seminars

Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization

AutoML Seminars

Accurate predictions on small data (and time series) with the tabular foundation model TabPFN

AutoML Seminars

Chronos Time series forecasting in the age of pretrained models

AutoML Seminars

Scaling Exponents Across Parameterizations and Optimizers

AutoML Seminars

Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues

AutoML Seminars

FunBO Discovering Acquisition Functions for Bayesian Optimization with FunSearch

AutoML Seminars

GRAF Performance Prediction with Neural Graph Features

AutoML Seminars

Large Language Models to Enhance Bayesian Optimization

AutoML Seminars

The AI Scientist Towards Fully Automated Open-Ended Scientific Discovery

AutoML Seminars

einspace Searching for Neural Architectures from Fundamental Operations

AutoML Seminars

Mixture-of-Supernets Improving Weight-Sharing Supernet Training with Architecture-Routed MoE

AutoML Seminars

Vanilla Bayesian Optimization Performs Great in High Dimensions

AutoML Seminars

Multi-objective Differentiable Neural Architecture Search

AutoML Seminars

Neural Fine-Tuning Search for Few-Shot Learning

AutoML Seminars