Comment by raddan

Comment by raddan 3 days ago

7 replies

View on Hacker News

The problem with an endorsement scheme is citation rings, ie groups of people who artificially inflate the perceived value of some line of work by citing each other. This is a problem even now, but it is kept in check by the fact that authors do not usually have any control over who reviews their paper. Indeed, in my area, reviews are double blind, and despite claims that “you can tell who wrote this anyway” research done by several chairs in our SIG suggests that this is very much not the case.

Fundamentally, we want research that offers something new (“what did we learn?”) and presents it in a way that at least plausibly has a chance of becoming generalizable knowledge. You call it gate-keeping, but I call it keeping published science high-quality.

geysersam 3 days ago

But you can choose to not trust people that are part of citation rings.

Reply View 4 replies
  • dmoy 3 days ago

    It is a non trivial problem to do just that.

    It's related to the same problems you have with e.g. Sybil attacks: https://en.wikipedia.org/wiki/Sybil_attack

    I'm not saying it wouldn't be worthwhile to try, just that I expect there to be a lot of very difficult problems to solve there.

    Reply View 2 replies
    • yorwba 3 days ago

      Sybil attacks are a problem when you care about global properties of permissionless networks. If you only care about local properties in a subnetwork where you hand-pick the nodes, the problem goes away. I.e. you can't use such a scheme to find the best paper in the whole world, but you can use it to rank papers in a small subdiscipline where you personally recognize most of the important authors.

      Reply View 0 replies
    • phi-go 2 days ago

      With peer review you do not even have a choice as to which reviewers to trust as it is all homogenized by acceptance or not. This is marginally better if reviews are published.

      That is to say I also think it would be worthwhile to try.

      Reply View 0 replies
  • godelski 2 days ago

    Here's a paper rejected for plagiarism. Why don't you click on the authors' names and look at their Google scholar pages... you can also look at their DBLP page and see who they publish with.

    Also look how frequently they publish. Do you really think it's reasonable to produce a paper every week or two? Even if you have a team of grad students? I'll put it this way, I had a paper have difficulty getting through reviewer for "not enough experiments" when several of my experiments took weeks wall time to run and one took a month (could not run that a second time lol)

    We don't do a great job at ousting frauds in science. It's actually difficult to do because science requires a lot of trust. We could alleviate some of these issues if we'd allow publication or some reward mechanism for replication, but the whole system is structured to reward "new" ideas. Utility isn't even that much of a factor in some areas. It's incredibly messy.

    Most researchers are good actors. We all make mistakes and that's why it's hard to detect fraud. But there's also usually high reward for doing so. Though most of that reward is actually getting a stable job and the funding to do your research. Which is why you can see how it might be easy to slip into cheating a little here and there. There's ways to solve that that don't include punishing anyone...

    https://openreview.net/forum?id=cIKQp84vqN

    Reply View 0 replies
Ey7NFZ3P0nzAe a day ago

But if you have a citation ring and one of the paper goes down as being fraudulent it reflects extremely bad on all people that endorsed it. So it's a bad strategy (game theory wise) to take part in such rings.

Reply View 0 replies