Datasets › CARL

CARL (Context Adaptive RL)

Introduced by Carolin Benjamins et al. in CARL: A Benchmark for Contextual and Adaptive Reinforcement Learning5 Oct 2021 archive 2025-07-28

CARL (context adaptive RL) provides highly configurable contextual extensions to several well-known RL environments. It's designed to test your agent's generalization capabilities in all scenarios where intra-task generalization is important.

Benchmarks include:

  • OpenAI gym classic control suite extended with several physics context features like gravity or friction

  • OpenAI gym Box2D BipedalWalker, LunarLander and CarRacing, each with their own modification possibilities like new vehicles to race

  • All Brax locomotion environments with exposed internal features like joint strength or torso mass

  • Super Mario (TOAD-GAN), a procedurally generated jump'n'run game with control over level similarity

  • RNADesign, an environment for RNA design given structure constraints with structures from different datasets to choose from

Description from: CARL

Image source: https://github.com/automl/CARL

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Face Recognition Carl Model with Up Convolution + DoG Filter (Aligned) Rank-1 85 Thermal to Visible Face Recognition Using Deep Autoencoders Faceplugin-ltd/FaceRecognition-Android +1 2 Compare

Papers archive 2025-07-28

2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 7. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Thermal to Visible Face Recognition Using Deep Autoencoders 2 1 10 Feb 2020 not harvested
Deep Perceptual Mapping for Cross-Modal Face Recognition 0 1 20 Jan 2016 not harvested

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

No task tagged in the archive.

License archive 2025-07-28

Apache License 2.0

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • CARL

1 variant name, as the archive lists them.

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