SOTAVerified

AutoML

Automated Machine Learning (AutoML) is a general concept which covers diverse techniques for automated model learning including automatic data preprocessing, architecture search, and model selection. Source: Evaluating recommender systems for AI-driven data science (1905.09205)

Source: CHOPT : Automated Hyperparameter Optimization Framework for Cloud-Based Machine Learning Platforms

Papers

Showing 101150 of 641 papers

TitleStatusHype
DriveML: An R Package for Driverless Machine LearningCode1
EA-HAS-Bench:Energy-Aware Hyperparameter and Architecture Search BenchmarkCode1
AutoDC: Automated data-centric processingCode1
CliMB: An AI-enabled Partner for Clinical Predictive ModelingCode1
AnyMatch -- Efficient Zero-Shot Entity Matching with a Small Language ModelCode1
DHP: Differentiable Meta Pruning via HyperNetworksCode1
MixConv: Mixed Depthwise Convolutional KernelsCode1
Efficient AutoML Pipeline Search with Matrix and Tensor FactorizationCode1
Efficient End-to-End AutoML via Scalable Search Space DecompositionCode1
Cardea: An Open Automated Machine Learning Framework for Electronic Health RecordsCode1
Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space ModelsCode1
Empirical Analysis of Model Selection for Heterogeneous Causal Effect EstimationCode1
Bi-level Alignment for Cross-Domain Crowd CountingCode1
Embedding in Recommender Systems: A SurveyCode1
CATE: Computation-aware Neural Architecture Encoding with TransformersCode1
Automated Machine Learning on Graphs: A SurveyCode1
Automated Machine Learning Techniques for Data StreamsCode1
Architecture Disentanglement for Deep Neural NetworksCode1
LLM Guided Evolution - The Automation of Models Advancing ModelsCode1
Rethinking Neural Operations for Diverse TasksCode1
KGLiDS: A Platform for Semantic Abstraction, Linking, and Automation of Data ScienceCode1
Evolutionary Neural AutoML for Deep LearningCode1
Automatically Optimized Gradient Boosting Trees for Classifying Large Volume High Cardinality Data Streams Under Concept DriftCode1
ARLBench: Flexible and Efficient Benchmarking for Hyperparameter Optimization in Reinforcement LearningCode1
Loss Function Search for Face RecognitionCode1
Shape Adaptor: A Learnable Resizing ModuleCode1
BERT-Sort: A Zero-shot MLM Semantic Encoder on Ordinal Features for AutoMLCode1
AutoML for Climate Change: A Call to ActionCode1
Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter OptimizationCode1
M3oE: Multi-Domain Multi-Task Mixture-of Experts Recommendation FrameworkCode1
Bilinear Scoring Function Search for Knowledge Graph LearningCode1
Large Language Models for Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature EngineeringCode1
AutoProteinEngine: A Large Language Model Driven Agent Framework for Multimodal AutoML in Protein EngineeringCode1
Hyperparameter Optimization via Sequential Uniform DesignsCode1
AutoML: A Survey of the State-of-the-ArtCode1
auto-sktime: Automated Time Series ForecastingCode1
I-MCTS: Enhancing Agentic AutoML via Introspective Monte Carlo Tree SearchCode1
Learning meta-features for AutoMLCode1
AutoML Two-Sample TestCode1
HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPOCode1
Automating Outlier Detection via Meta-LearningCode1
Is Mamba Capable of In-Context Learning?Code1
AutoML Segmentation for 3D Medical Image Data: Contribution to the MSD Challenge 2018Code1
FLAML: A Fast and Lightweight AutoML LibraryCode1
AutoSmart: An Efficient and Automatic Machine Learning framework for Temporal Relational DataCode1
AutoVideo: An Automated Video Action Recognition SystemCode1
AutoMMLab: Automatically Generating Deployable Models from Language Instructions for Computer Vision TasksCode1
GAMA: a General Automated Machine learning AssistantCode1
Lite Transformer with Long-Short Range AttentionCode1
Hyperparameter optimization in deep multi-target predictionCode1
Show:102550
← PrevPage 3 of 13Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1marc.boulleRank (AutoML5)6.4Unverified
2reference_mbRank (AutoML5)5.2Unverified
3postech.mlg_exbrainRank (AutoML5)5.2Unverified
4abhishek4Rank (AutoML5)4.6Unverified
5referenceRank (AutoML5)4.4Unverified
6reference_lsRank (AutoML5)4Unverified
7djajeticRank (AutoML5)3Unverified
8aad_freiburgRank (AutoML5)1.6Unverified
#ModelMetricClaimedVerifiedStatus
1Logistic RegressionAccuracy97.02Unverified
#ModelMetricClaimedVerifiedStatus
1Zero-shot-BERT-SORT1:1 Accuracy55Unverified
#ModelMetricClaimedVerifiedStatus
1Logistic Regressionaccuracy98.33Unverified