Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems Mar 31, 2025 AutoML Continual Learning
Code Code Available 5 TabRepo: A Large Scale Repository of Tabular Model Evaluations and its AutoML Applications Nov 6, 2023 AutoML Hyperparameter Optimization
Code Code Available 5 AutoGluon-TimeSeries: AutoML for Probabilistic Time Series Forecasting Aug 10, 2023 AutoML Philosophy
Code Code Available 5 MobileVLM V2: Faster and Stronger Baseline for Vision Language Model Feb 6, 2024 AutoML Language Modeling
Code Code Available 5 MOSPAT: AutoML based Model Selection and Parameter Tuning for Time Series Anomaly Detection May 24, 2022 Anomaly Detection AutoML
Code Code Available 5 TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second Jul 5, 2022 AutoML Bayesian Inference
Code Code Available 5 BigDL 2.0: Seamless Scaling of AI Pipelines from Laptops to Distributed Cluster Apr 3, 2022 AutoML Distributed Computing
Code Code Available 5 Open Problems in Applied Deep Learning Jan 26, 2023 AutoML Deep Learning
Code Code Available 5 Efficient Automated Deep Learning for Time Series Forecasting May 11, 2022 AutoML Bayesian Optimization
Code Code Available 5 AlphaEvolve: A Learning Framework to Discover Novel Alphas in Quantitative Investment Mar 30, 2021 AutoML Stock Prediction
Code Code Available 5 Robust and Accurate Object Detection via Adversarial Learning Mar 23, 2021 AutoML Data Augmentation
Code Code Available 5 Benchmarking Automatic Machine Learning Frameworks Aug 17, 2018 Automated Feature Engineering AutoML
Code Code Available 5 Benchmarking Multimodal AutoML for Tabular Data with Text Fields Nov 4, 2021 AutoML Benchmarking
Code Code Available 5 Model-based Asynchronous Hyperparameter and Neural Architecture Search Mar 24, 2020 AutoML Bayesian Optimization
Code Code Available 5 MLZero: A Multi-Agent System for End-to-end Machine Learning Automation May 20, 2025 AutoML Code Generation
Code Code Available 5 Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning Jul 8, 2020 AutoML BIG-bench Machine Learning
Code Code Available 5 Is deep learning necessary for simple classification tasks? Jun 11, 2020 AutoML Binary Classification
Code Code Available 5 EfficientNetV2: Smaller Models and Faster Training Apr 1, 2021 AutoML Classification
Code Code Available 5 Layered TPOT: Speeding up Tree-based Pipeline Optimization Jan 18, 2018 Automated Feature Engineering AutoML
Code Code Available 5 Efficient and Robust Automated Machine Learning Dec 1, 2015 AutoML Bayesian Optimization
Code Code Available 5 EfficientDet: Scalable and Efficient Object Detection Nov 20, 2019 AutoML Object
Code Code Available 5 DeepCAVE: An Interactive Analysis Tool for Automated Machine Learning Jun 7, 2022 AutoML BIG-bench Machine Learning
Code Code Available 5 AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Mar 13, 2020 AutoML Molecular Property Prediction
Code Code Available 5 MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices Dec 28, 2023 AutoML CPU
Code Code Available 5 Towards Automatically-Tuned Deep Neural Networks May 18, 2019 AutoML BIG-bench Machine Learning
Code Code Available 5 AMC: AutoML for Model Compression and Acceleration on Mobile Devices Feb 10, 2018 AutoML GPU
Code Code Available 5 ChaCha for Online AutoML Jun 9, 2021 AutoML Scheduling
Code Code Available 5 On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice Jul 30, 2020 AutoML BIG-bench Machine Learning
Code Code Available 5 CAPO: Cost-Aware Prompt Optimization Apr 22, 2025 Arithmetic Reasoning AutoML
Code Code Available 5 QuoTA: Query-oriented Token Assignment via CoT Query Decouple for Long Video Comprehension Mar 11, 2025 AutoML Decoder
Code Code Available 5 SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization Sep 20, 2021 AutoML Bayesian Optimization
Code Code Available 5 MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Oct 27, 2021 AutoML image-classification
Code Code Available 5 Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AI Jul 19, 2022 Active Learning AutoML
Code Code Available 5 MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis Oct 28, 2020 AutoML General Classification
Code Code Available 5 IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective Sep 16, 2022 Anomaly Detection AutoML
Code Code Available 5 Auto-PyTorch Tabular: Multi-Fidelity MetaLearning for Efficient and Robust AutoDL Jun 24, 2020 AutoML Neural Architecture Search
Code Code Available 5 HyperFast: Instant Classification for Tabular Data Feb 22, 2024 AutoML Classification
Code Code Available 5 LightAutoML: AutoML Solution for a Large Financial Services Ecosystem Sep 3, 2021 AutoML
Code Code Available 5 Fraud Dataset Benchmark and Applications Aug 30, 2022 AutoML Feature Engineering
Code Code Available 5 AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML Oct 3, 2024 AutoML Code Generation
Code Code Available 5 forester: A Tree-Based AutoML Tool in R Sep 7, 2024 AutoML Survival Analysis
Code Code Available 5 From Tiny Machine Learning to Tiny Deep Learning: A Survey Jun 21, 2025 AutoML Model Optimization
Code Code Available 5 DeepMol: An Automated Machine and Deep Learning Framework for Computational Chemistr Jun 1, 2024 Activity Prediction AutoML
Code Code Available 5 AutoFormer: Searching Transformers for Visual Recognition Jul 1, 2021 AutoML Fine-Grained Image Classification
Code Code Available 5 AMLB: an AutoML Benchmark Jul 25, 2022 AutoML
Code Code Available 5 Frugal Optimization for Cost-related Hyperparameters May 4, 2020 AutoML BIG-bench Machine Learning
Code Code Available 5 GenoTEX: An LLM Agent Benchmark for Automated Gene Expression Data Analysis Jun 21, 2024 AI Agent AutoML
Code Code Available 5 Cardea: An Open Automated Machine Learning Framework for Electronic Health Records Oct 1, 2020 Automated Feature Engineering AutoML
Code Code Available 5 CATE: Computation-aware Neural Architecture Encoding with Transformers Feb 14, 2021 AutoML Neural Architecture Search
Code Code Available 5 Bi-level Alignment for Cross-Domain Crowd Counting May 12, 2022 AutoML Crowd Counting
Code Code Available 5 