Reinforcement learning environments

1 papers in the last 7 days · 3 of its 7 datasets mentioned

Simulators and benchmark suites for training and comparing reinforcement learning agents.

Key findings

Datasets in the category “Reinforcement learning environments” were mentioned in 3 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #50 of the 58 data categories mentioned.
The most-mentioned were D4RL (2), MuJoCo (1) and SUMO traffic simulator (1).
By journal category: AI (3).
Most of them appeared in Expert Systems with Applications (1), Pattern Recognition (1) and Machine Learning (1).

Datasets

Datasets in this category · 2026-09-27 – 2026-10-26 (30 days)
Dataset	Papers	Last 7 days	Names searched for
D4RL	2	0	D4RL
MuJoCo	1	0	MuJoCo
SUMO traffic simulator	1	1	Simulation of Urban MObility, SUMO simulator, SUMO
Atari (Arcade Learning Environment)	0	0	Arcade Learning Environment, Atari 2600, Atari games
DeepMind Control Suite	0	0	DeepMind Control Suite, DMControl
OpenAI Gym / Gymnasium	0	0	OpenAI Gym, Gym environment
StarCraft	0	0	StarCraft

Papers mentioning these datasets, newest first.
Date	Title	Journal	Authors	Affiliations	Datasets mentioned
2026-10-21	GCN-neural ODE-based diverging conflict resolution for ACT platoons: A case study of gap patterns on port collector-distributor highway	Expert Systems with Applications	Yi Li, Xin Chen, Weili Wang et al.	Tongji University; Shanghai Maritime University; Merchants Chongqing Communications Research and Design Institute; …	SUMO traffic simulator
2026-10-01	Mitigating state-action distribution shifts in offline reinforcement learning via implicit state-state planning	Pattern Recognition	Shuo Cao, Yuhu Cheng, Xuesong Wang	China University of Mining and Technology	D4RL
2026-10-01	TACCO: Actor–Critic Contrastive Optimization for OOD Action Mitigation in Offline Reinforcement Learning	Machine Learning	Haotian Zhang, Chen Wang, Jun Moon	Hanyang University	MuJoCo, D4RL

Cite this page

Scholar4AI. (2026). Reinforcement learning environments. Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/datasets/reinforcement-learning-environments

@misc{scholar4ai-datasets-reinforcement-learning-environments,
  author = {{Scholar4AI}},
  title = {Reinforcement learning environments},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/datasets/reinforcement-learning-environments}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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