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Yaser S. Abu-Mostafa EE and CS Deptartments California Institute of Technology email: [email protected] A hint is any piece of side information about the target function to be learned. We consider the monotonicity hint, which states that the function to be learned is monotonic in some or all of the input variables. The application of mono tonicity hints is demonstrated on two real-world prob...

We propose a notion of hints, clauses that are not necessarily consistent with the input formula. The goal of adding hints is to speed up the SAT solving process. For this purpose, we provide an efficient general mechanism for hint addition and removal. When a hint is determined to be inconsistent, a hint-based partial resolution-graph of an unsatisfiable core is used to reduce the search space...

sored programs. Comments are based on experiences gained while collectively reviewing |80 proposals as Successful grantsmanship, although a critical skill for researchers, panelists and |160 as panel managers. Total proposals is rarely taught in graduate schools. This handicaps inexperienced researchers, who often must simultaneously develop courses, extendiscussed during the various evaluation...