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  • Implement a faster multinomial draw function (Tim Hopper's suggestion)
  • Revise hedge implementation to prevent numeric overflow
  • Implement all algorithms in Matlab
  • Make sure that all algorithms are implemented equivalently in all languages
  • Implement an Expert type/class
  • Implement Exp4
  • Implement Thompson sampling under specific distributional assumptions?