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 76100 of 641 papers

TitleStatusHype
Deep-n-Cheap: An Automated Search Framework for Low Complexity Deep LearningCode1
Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?Code1
DC-BENCH: Dataset Condensation BenchmarkCode1
AutoDC: Automated data-centric processingCode1
Deep AutoAugmentCode1
Cross-Modal Fine-Tuning: Align then RefineCode1
DARTS-: Robustly Stepping out of Performance Collapse Without IndicatorsCode1
Deep Fast Vision: Accelerated Deep Transfer Learning Vision Prototyping and BeyondCode1
Conditional Positional Encodings for Vision TransformersCode1
Deep Pipeline Embeddings for AutoMLCode1
DHP: Differentiable Meta Pruning via HyperNetworksCode1
Efficient End-to-End AutoML via Scalable Search Space DecompositionCode1
CATE: Computation-aware Neural Architecture Encoding with TransformersCode1
Cardea: An Open Automated Machine Learning Framework for Electronic Health RecordsCode1
DriveML: An R Package for Driverless Machine LearningCode1
AutoGAN-Distiller: Searching to Compress Generative Adversarial NetworksCode1
AutoGL: A Library for Automated Graph LearningCode1
Bi-level Alignment for Cross-Domain Crowd CountingCode1
CliMB: An AI-enabled Partner for Clinical Predictive ModelingCode1
Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter OptimizationCode1
AutoSmart: An Efficient and Automatic Machine Learning framework for Temporal Relational DataCode1
Efficient Relation-aware Scoring Function Search for Knowledge Graph EmbeddingCode1
Embedding in Recommender Systems: A SurveyCode1
AutoSF: Searching Scoring Functions for Knowledge Graph EmbeddingCode1
AutoVideo: An Automated Video Action Recognition SystemCode1
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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