Multi-objective Gymnasium environments for reinforcement learning
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Aug 19, 2026 - Python
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morl
Here are 12 public repositories matching this topic...
Multi-Objective Reinforcement Learning algorithms implementations.
reinforcement-learning pytorch gym rl multi-objective gymnasium rl-algorithms morl multi-objective-rl mo-gymnasium
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Jul 29, 2026 - Python
Extended, multi-agent, and multi-objective (MaMoRL / MoMaRL) gridworld environments building framework based on DeepMind's AI Safety Gridworlds. This is a suite of reinforcement learning environments illustrating various safety properties of intelligent agents. It is made compatible with OpenAI's Gym/Gymnasium and Farama Foundation PettingZoo.
simulation-environment constraint-satisfaction-problem artificial-intelligence multi-agent gym simulation-framework rl multi-objective-optimization gridworld multi-objective ai-safety human-player gridworld-environment reinforcement-learning-environments marl sideeffects multiobjective-learning morl pettingzoo pluralism
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Jun 21, 2026 - Python
Safety challenges for RL and LLM agents' ability to learn and properly apply biologically and economically aligned utility functions. The benchmarks are implemented in a gridworld-based environment. The environments are relatively simple, just as much complexity is added as is necessary to illustrate the relevant safety and performance aspects.
benchmarking sustainability multi-agent dqn gym rl gridworld multi-objective ai-safety homeostasis ppo ai-alignment reinforcement-learning-environments marl morl pettingzoo pluralism ai-safety-gridworlds llm-benchmarking diminishing-returns
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Jun 21, 2026 - Python
Robotics: Science and Systems (RSS) 2026 | PASTA 🍝 | Stable Policy Optimization for Non-Convex Pareto Tradeoffs.
reinforcement-learning robotics multi-objective-optimization morl multi-objective-reinforcement-learning
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May 14, 2026 - Python
[NeurIPS 2021] Accommodating Picky Customers: Regret Bound and Exploration Complexity for Multi-Objective Reinforcement Learning
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Oct 25, 2021 - Python
Multi-Objective Multi-Agent RL with non-linear utility functions
reinforcement-learning multi-agent dqn rl non-linear multi-objective esr ser moma nash pareto morl momarl learninig public-goods-games mo-marl mo-dqn
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Sep 25, 2025 - Python
A multi-objective reinforcement learning system based on Pareto Q-Learning to optimize traffic light control in SUMO, balancing travel time, emissions, and traffic flow.
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Jun 2, 2025 - Python
Preference-conditioned MORL for runtime-tunable transit signal priority in SUMO/IntersectionZoo.
reinforcement-learning sumo tsp intelligent-transportation-systems traffic-signal-control morl sumo-rl multi-objective-reinforcement-learning transit-signal-priority intersectionzoo
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Jun 5, 2026 - Python
risk-sensitive multi-objective RL (KR-IQN) in ICML 2026
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Jul 19, 2026 - Python
Readme for Biological and Economical Alignment Benchmarks
benchmarking sustainability artificial-intelligence multi-agent rl gridworld multi-objective ai-safety runaway homeostasis ai-alignment reinforcement-learning-environments utility-functions marl morl pettingzoo pluralism ai-safety-gridworlds llm-benchmarking diminishing-returns
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Jul 14, 2026
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