ResearchBenchmarksSolve Rate on MinigridFollow100SixteenRooms Solve RatePLR9597.5100102.5Jan 21, 2026Evaluation ResultsMethodMethodLinksSixteenRooms Solve RateSixteenRooms2 Solve RateLabyrinth Solve RateLabyrinthFlipped Solve RateLabyrinth2 Solve RateStandardMaze Solve RateStandardMaze2 Solve RateStandardMaze3 Solve RateMean Solve RatePLRReplay Mechanism=PVLReplay Mechanism=PVL2026.011009571635163639175ACCELReplay Mechanism=PVLReplay Mechanism=PVL2026.011008886787384889987PLRReplay Mechanism=MNAReplay Mechanism=MNA2026.01100100887393988610092ACCELReplay Mechanism=MNAReplay Mechanism=MNA2026.01100100687395100999891DEGenReplay Mechanism=MNAReplay Mechanism=MNA2026.0110010098917910010010096