Gravitational wave surrogates through automated machine learning Oct 17, 2021 AutoML BIG-bench Machine Learning
— Unverified Improving the sample-efficiency of neural architecture search with reinforcement learning Oct 13, 2021 AutoML Deep Learning
Code Code Available On the Security Risks of AutoML Oct 12, 2021 AutoML Model Poisoning
Code Code Available Human-Centered AI for Data Science: A Systematic Approach Oct 3, 2021 AutoML
— Unverified What can multi-cloud configuration learn from AutoML? Sep 29, 2021 AutoML Cloud Computing
— Unverified AutoML to generate ensembles of deep neural networks Sep 29, 2021 AutoML BIG-bench Machine Learning
— Unverified Fair AutoML Through Multi-objective Optimization Sep 29, 2021 AutoML Fairness
— Unverified Learning meta-features for AutoML Sep 29, 2021 AutoML
Code Code Available SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization Sep 20, 2021 AutoML Bayesian Optimization
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 Meta Navigator: Search for a Good Adaptation Policy for Few-shot Learning Sep 13, 2021 AutoML Few-Shot Learning
— Unverified DHA: End-to-End Joint Optimization of Data Augmentation Policy, Hyper-parameter and Architecture Sep 13, 2021 AutoML Data Augmentation
— Unverified Automatic Componentwise Boosting: An Interpretable AutoML System Sep 12, 2021 AutoML Feature Importance
— Unverified Automated Machine Learning, Bounded Rationality, and Rational Metareasoning Sep 10, 2021 AutoML BIG-bench Machine Learning
— Unverified AutoSmart: An Efficient and Automatic Machine Learning framework for Temporal Relational Data Sep 9, 2021 AutoML BIG-bench Machine Learning
Code Code Available Melatect: A Machine Learning Model Approach For Identifying Malignant Melanoma in Skin Growths Sep 7, 2021 AutoML
— Unverified LightAutoML: AutoML Solution for a Large Financial Services Ecosystem Sep 3, 2021 AutoML
Code Code Available Selecting Optimal Trace Clustering Pipelines with AutoML Sep 1, 2021 AutoML Clustering
— Unverified Communication-Computation Efficient Device-Edge Co-Inference via AutoML Aug 30, 2021 AutoML Decoder
— Unverified Man versus Machine: AutoML and Human Experts' Role in Phishing Detection Aug 27, 2021 AutoML BIG-bench Machine Learning
— Unverified 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 AMDet: A Tool for Mitotic Cell Detection in Histopathology Slides Aug 8, 2021 AutoML Cell Detection
Code Code Available AutoML Meets Time Series Regression Design and Analysis of the AutoSeries Challenge Jul 28, 2021 AutoML Feature Engineering
Code Code Available Benchmarking AutoML Frameworks for Disease Prediction Using Medical Claims Jul 22, 2021 AutoML Benchmarking
— Unverified Incorporating domain knowledge into neural-guided search Jul 19, 2021 AutoML regression
— Unverified VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition Jul 19, 2021 AutoML Feature Engineering
Code Code Available Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures Jul 16, 2021 AutoML Federated Learning
— Unverified The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation Jul 12, 2021 AutoML Image Segmentation
— Unverified Designing Machine Learning Pipeline Toolkit for AutoML Surrogate Modeling Optimization Jul 2, 2021 AutoML BIG-bench Machine Learning
— Unverified Bilinear Scoring Function Search for Knowledge Graph Learning Jul 1, 2021 AutoML Graph Embedding
Code Code Available AutoFormer: Searching Transformers for Visual Recognition Jul 1, 2021 AutoML Fine-Grained Image Classification
Code Code Available Exploring Robust Architectures for Deep Artificial Neural Networks Jun 30, 2021 AutoML image-classification
Code Code Available Privileged Zero-Shot AutoML Jun 25, 2021 AutoML BIG-bench Machine Learning
— Unverified Evaluation of Representation Models for Text Classification with AutoML Tools Jun 24, 2021 AutoML text-classification
— Unverified Comparison of Automated Machine Learning Tools for SMS Spam Message Filtering Jun 16, 2021 AutoML BIG-bench Machine Learning
Code Code Available Efficient Data-specific Model Search for Collaborative Filtering Jun 14, 2021 AutoML Collaborative Filtering
— Unverified Automated Machine Learning Techniques for Data Streams Jun 14, 2021 AutoML BIG-bench Machine Learning
Code Code Available A multi-objective perspective on jointly tuning hardware and hyperparameters Jun 10, 2021 AutoML Transfer Learning
— Unverified ChaCha for Online AutoML Jun 9, 2021 AutoML Scheduling
Code Code Available MONCAE: Multi-Objective Neuroevolution of Convolutional Autoencoders Jun 7, 2021 AutoML image-classification
— Unverified Tabular Data: Deep Learning is Not All You Need Jun 6, 2021 All AutoML
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 Replacing the Ex-Def Baseline in AutoML by Naive AutoML May 20, 2021 AutoML Bayesian Optimization
— Unverified Sequential Automated Machine Learning: Bandits-driven Exploration using a Collaborative Filtering Representation May 20, 2021 AutoML BIG-bench Machine Learning
— Unverified Towards Model Selection using Learning Curve Cross-Validation May 20, 2021 AutoML model
Code Code Available Multimodal AutoML on Structured Tables with Text Fields May 20, 2021 AutoML
Code Code Available AutoML Adoption in ML Software May 20, 2021 AutoML
— Unverified Incorporating domain knowledge into neural-guided search via in situ priors and constraints May 20, 2021 AutoML regression
— Unverified 