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Novel machine-learning method produces detail

Scientists at the Cornell Lab of Ornithology have developed a novel way to model whether the populations of more than 500 bird species are increasing or decreasing. The method solves a nagging statistical problem by accounting for year-to-year changes in the behavior of people collecting the data.

AI Method Maps Population Trends for 550 Bird Species

A Formal Theory of Spaghetti Code

The Spaghetti Code Conjecture (SCC) says that Busy Beaver programs – the longest-running Turing machine programs of a given length – ought to be as complicated as possible. This was first proposed by Scott Aaronson:

Another New Record in Self-Cleaning Turing Machines

How long can a Turing machine program run when started on the blank tape before the tape becomes blank again? Of course, this will depend on the length of the program – how many states and colors it has. Even given these parameters, it is logically impossible to calculate how long a self-cleaning Turing machine can run. Any values that can be known have to be discovered empirically.

Maybe the Spaghetti Code Conjecture is False