Filthypov Cubbi Thompson You Cant Say No K Best !!better!! [ 2027 ]

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class FilthyPOV: def __init__(self, M, d, k=3, lam=0.2, eta=2.0, L=50): self.M = M # number of arms self.d = d # context dimension self.k = k # number of posterior draws self.lam = lam # YCSN penalty weight self.eta = eta # penalty curvature self.L = L # memory window for fatigue # Gaussian prior (mean=0, cov=I) self.mu = np.zeros((M, 3*d)) self.Sigma = np.stack([np.eye(3*d) for _ in range(M)]) # fatigue counters self.history = [ [] for _ in range(M) ] filthypov cubbi thompson you cant say no k best