Deep AutoAugment Mar 11, 2022 AutoML Data Augmentation
Code Code Available XAutoML: A Visual Analytics Tool for Understanding and Validating Automated Machine Learning Feb 24, 2022 AutoML BIG-bench Machine Learning
Code Code Available Transformers Can Do Bayesian Inference Dec 20, 2021 AutoML Bayesian Inference
Code Code Available Naive Automated Machine Learning Nov 29, 2021 AutoML Bayesian Optimization
Code Code Available AutoDC: Automated data-centric processing Nov 23, 2021 AutoML Data Augmentation
Code Code Available NAS-Bench-x11 and the Power of Learning Curves Nov 5, 2021 AutoML Neural Architecture Search
Code Code Available Learning meta-features for AutoML Sep 29, 2021 AutoML
Code Code Available OMPQ: Orthogonal Mixed Precision Quantization Sep 16, 2021 AutoML Quantization
Code Code Available HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO Sep 14, 2021 AutoML Hyperparameter Optimization
Code Code Available AutoSmart: An Efficient and Automatic Machine Learning framework for Temporal Relational Data Sep 9, 2021 AutoML BIG-bench Machine Learning
Code Code Available An Information Theory-inspired Strategy for Automatic Network Pruning Aug 19, 2021 AutoML Model Compression
Code Code Available AutoVideo: An Automated Video Action Recognition System Aug 9, 2021 Action Recognition AutoML
Code Code Available VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition Jul 19, 2021 AutoML Feature Engineering
Code Code Available Bilinear Scoring Function Search for Knowledge Graph Learning Jul 1, 2021 AutoML Graph Embedding
Code Code Available Automated Machine Learning Techniques for Data Streams Jun 14, 2021 AutoML BIG-bench Machine Learning
Code Code Available You Only Compress Once: Towards Effective and Elastic BERT Compression via Exploit-Explore Stochastic Nature Gradient Jun 4, 2021 AutoML Model Compression
Code Code Available Multimodal AutoML on Structured Tables with Text Fields May 20, 2021 AutoML
Code Code Available Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization May 3, 2021 AutoML Hyperparameter Optimization
Code Code Available Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding Apr 22, 2021 AutoML Graph Embedding
Code Code Available Search to aggregate neighborhood for graph neural network Apr 14, 2021 AutoML Graph Neural Network
Code Code Available AutoGL: A Library for Automated Graph Learning Apr 11, 2021 AutoML BIG-bench Machine Learning
Code Code Available Direct Differentiable Augmentation Search Apr 9, 2021 AutoML Data Augmentation
Code Code Available Auto-KWS 2021 Challenge: Task, Datasets, and Baselines Mar 31, 2021 AutoML BIG-bench Machine Learning
Code Code Available Rethinking Neural Operations for Diverse Tasks Mar 29, 2021 AutoML Image Classification
Code Code Available Task-Adaptive Neural Network Search with Meta-Contrastive Learning Mar 2, 2021 AutoML Contrastive Learning
Code Code Available Multi-Objective Evolutionary Design of Composite Data-Driven Models Mar 1, 2021 AutoML BIG-bench Machine Learning
Code Code Available Automated Machine Learning on Graphs: A Survey Mar 1, 2021 AutoML BIG-bench Machine Learning
Code Code Available Conditional Positional Encodings for Vision Transformers Feb 22, 2021 AutoML Classification
Code Code Available CATE: Computation-aware Neural Architecture Encoding with Transformers Feb 14, 2021 AutoML Neural Architecture Search
Code Code Available Squirrel: A Switching Hyperparameter Optimizer Dec 15, 2020 AutoML
Code Code Available MFES-HB: Efficient Hyperband with Multi-Fidelity Quality Measurements Dec 5, 2020 AutoML Bayesian Optimization
Code Code Available VEGA: Towards an End-to-End Configurable AutoML Pipeline Nov 3, 2020 AutoML BIG-bench Machine Learning
Code Code Available Automatic Feasibility Study via Data Quality Analysis for ML: A Case-Study on Label Noise Oct 16, 2020 AutoML BIG-bench Machine Learning
Code Code Available Smooth Variational Graph Embeddings for Efficient Neural Architecture Search Oct 9, 2020 AutoML Bayesian Optimization
Code Code Available Cardea: An Open Automated Machine Learning Framework for Electronic Health Records Oct 1, 2020 Automated Feature Engineering AutoML
Code Code Available Automating Outlier Detection via Meta-Learning Sep 22, 2020 Anomaly Detection AutoML
Code Code Available Hyperparameter Optimization via Sequential Uniform Designs Sep 8, 2020 AutoML global-optimization
Code Code Available DARTS-: Robustly Stepping out of Performance Collapse Without Indicators Sep 2, 2020 AutoML Neural Architecture Search
Code Code Available AIPerf: Automated machine learning as an AI-HPC benchmark Aug 17, 2020 AutoML Benchmarking
Code Code Available Shape Adaptor: A Learnable Resizing Module Aug 3, 2020 AutoML image-classification
Code Code Available Loss Function Search for Face Recognition Jul 10, 2020 AutoML Face Recognition
Code Code Available GAMA: a General Automated Machine learning Assistant Jul 9, 2020 AutoML Benchmarking
Code Code Available AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks Jun 15, 2020 AutoML Knowledge Distillation
Code Code Available Neural Ensemble Search for Uncertainty Estimation and Dataset Shift Jun 15, 2020 AutoML Diversity
Code Code Available Does Unsupervised Architecture Representation Learning Help Neural Architecture Search? Jun 12, 2020 AutoML Neural Architecture Search
Code Code Available Efficient AutoML Pipeline Search with Matrix and Tensor Factorization Jun 7, 2020 AutoML
Code Code Available AutoML Segmentation for 3D Medical Image Data: Contribution to the MSD Challenge 2018 May 20, 2020 3D Semantic Segmentation AutoML
Code Code Available Noisy Differentiable Architecture Search May 7, 2020 AutoML Image Classification
Code Code Available DriveML: An R Package for Driverless Machine Learning May 1, 2020 AutoML BIG-bench Machine Learning
Code Code Available Lite Transformer with Long-Short Range Attention Apr 24, 2020 Abstractive Text Summarization AutoML
Code Code Available 