Unverified50% confidenceBenchmarkExact time
In the MiniGrid KeyCorridorS3R1 environment, the PPO agent with a reset action succeeded 0/20 times, whereas without the reset action it succeeded 20/20 times.
1
Sources
50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn the MiniGrid DoorKey-8x8 environment, a PPO agent with a reset action successfully solved the puzzle only 2 times out of 80 seeds, whereas without the reset action the success rate was 71/80.72% similarVerifiedPPO (Proximal Policy Optimization) limits the step size of each policy update through a clipped objective function, and has become the de facto standard for continuous control tasks.60% similarVerifiedAlgorithms such as PPO (Proximal Policy Optimization) or SAC (Soft Actor-Critic) are commonly used for robot motion control.57% similarUnverifiedTurn-PPO is a variant of PPO in turn-based interaction settings that treats a complete interaction turn rather than a single token as the basic unit of policy optimization.56% similarUnverifiedA single execution-type agent exhibits three typical problems during long-running tasks: goal drift, shortcut-taking, and mid-task cessation56% similar
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