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Thompson Sampling Guided Stochastic Searching on the Line for Deceptive Environments with Applications to Root-Finding Problems

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Table 3: Convergence steps for TS-SPL solving the N-Door Puzzle with λ∗ = 0.15, I ={0.15 ± 0.01}, |D| = 101, and π = 0.8.
Figure 1: TS-SPL maintains a posterior distribution over π. Here, the true underlyingvalue of π is 0.15
Table 5: Average regret for the different schemes in an informative SPL. The result isreported in the formatand a/b/c, where a is the average regret for π = 0.65, b for π = 0.75, c for π = 0.85
Table 7: Cumulative regret for the deceptive SPL problem after N = 1000 time steps. ForCPL-AdS, we report both the total accumulated regret, as well as regret obtained after thenature of the environment has been decided.
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