Automatic Machine Learning Model Selection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

7 shown of 7 papers with code (8 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• BreastScreening: On the Use of Multi-Modality in Medical Imaging Diagnosis
  7 Apr 2020 8 repositories listed
  This paper describes the field research, design and comparative deployment of a multimodal medical imaging user interface for breast screening.
• Performance Accuration Method of Machine Learning for Diabetes Prediction
  1 May 2020 2 repositories listed
  Machine learning is an application of artificial intelligence (AI) that provides systems the ability to automatically learn and improve from experience without being explicitly programmed.
• Comprehensive Evaluation of Deep Learning Architectures for Prediction of DNA/RNA Sequence Binding Specificities
  29 Jan 2019 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  For this purpose, we present deepRAM, an end-to-end deep learning tool that provides an implementation of novel and previously proposed architectures; its fully automatic model selection procedure allows us to perform a…
• Do We Really Need Imputation in AutoML Predictive Modeling?
  12 Apr 2024 1 repository listed
  Experiments ran on 25 binary classification real-world incomplete datasets with missing values and 10 binary classification complete datasets in which synthetic missing values are introduced according to different…
• Deep Pipeline Embeddings for AutoML
  23 May 2023 1 repository listed
  As a remedy, this paper proposes a novel neural architecture that captures the deep interaction between the components of a Machine Learning pipeline.
• HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face
  30 Mar 2023 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Solving complicated AI tasks with different domains and modalities is a key step toward artificial general intelligence.
• A predictive model for the identification of learning styles in MOOC environments
  12 Oct 2019 1 repository listed
  Massive online open course (MOOC) platform generates a large amount of data, which provides many opportunities for studying the behaviors of learners.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.