3 papers
cs.MA2025
Dynamic Sight Range Selection in Multi-Agent Reinforcement Learning
Wei-Chen Liao, Ti-Rong Wu, I-Chen Wu
Multi-agent reinforcement Learning (MARL) is often challenged by the sight range dilemma, where agents either receive insufficient or excessive information from their environment.…
cs.AI2025
OptionZero: Planning with Learned Options
Po-Wei Huang, Pei-Chiun Peng, Hung Guei +1
Planning with options -- a sequence of primitive actions -- has been shown effective in reinforcement learning within complex environments. Previous studies have focused on plannin…
cs.AI2023
Game Solving with Online Fine-Tuning
Ti-Rong Wu, Hung Guei, Ting Han Wei +3
Game solving is a similar, yet more difficult task than mastering a game. Solving a game typically means to find the game-theoretic value (outcome given optimal play), and optional…