> given the fact that we cannot reproduce many findings in our own field (computer science)

Sounds like we should be less generous to CS findings, not more generous to other fields. (And yes, we should be skeptical of findings in CS as well.)

> given the hardware to do so is limited to such few entities...

That said - what research is happening in CS that needs specific hardware? The theoretical stuff can still happen on chalk boards, and interesting algorithmic or technical advances tend to propagate quickly precisely because someone will reproduce them.