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ACPO achieves joint policy optimization in MARL by enabling independent agent updates that effectively coordinate through a belief mechanism, outperforming traditional methods as agent numbers grow.
Thompson Sampling gets a major upgrade with C3, outperforming existing methods by 12.4% in click-through rate on the Microsoft News Dataset by better handling non-stationary correlated rewards.
