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