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CHANGELOG.md

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Changelog

All notable changes to this project will be documented in this file

[v0.3.1] - 2021-07-05

Changed

  • fix AMF: insert of perturbation evaluation, insert multi-step adversarial perturbations
  • fix AMR: insert of perturbation evaluation, insert multi-step adversarial perturbations, improved the data pipeline
  • start experiments with command line parameters (python start_experiments.py --conf name_config_file)
  • released configuration files for DEMO paper (Under review at RecSys 2021)
  • readme file in /data/ directory with links to datasets

[v0.3.0] - 2021-06-30

Changed

  • early stopping strategies
  • offline recommendation files evaluation (ProxyRecommender, RecommendationFolder)
  • negative sampling evaluation
  • improved Microsoft Windows compatibility
  • binarization of explicit dataset
  • automatic loading of implicit datasets
  • multiple prefiltering
  • managing side information with modular loaders
  • alignment of side information with training data
  • improved Documentation: Model creation, Side Information loading, Early Stopping, Negative Sampling
  • added nDCG as formulated in Rendle's 2020 KDD paper
  • visual loader with tensorflow pipeline
  • added and fixing visual recsys method:
    • DVBPR
    • VBPR
    • DeepStyle
    • ACF
    • VNPR
  • added new recommender method
    • MF (Rendle's 2020 RecSys reproducibility paper)
    • EASER
    • RP3beta
    • iALS

[v0.2.1] - 2021-03-27

Changed

  • requirements.txt for Pillow vulnerabilities, change version to >=8.1.1
  • Adversarial features for ECIR tutorial "AL4Rec"
  • Hands-on example for ECIR Tutorial "AL4Rec"

[v0.2.0] - 2021-03-12

Added

  • new dataloader ItemCategoryLoader
  • Enabled FunSVD with batch_size
  • Generalized feature-aware Factorization Machines
  • batch_size field in recommendation snippet examples

Changed

  • MultiDAE documentation
  • setup issues by @deklanw
  • indentation in README config by @deklanw
  • separated sample main and sample devel scripts
  • paper experiment coherence
  • combination Full recommendation metrics + argpartition
  • Dataset data mock-ups
  • long names namespace model generation during hyperspace exploration
  • default validation k setup

[v0.1.0] - 2021-03-05

First Release