It's interesting, because this is completely the opposite in many CS fields (e.g. security). The top conferences carry much more weight than any journal. It's probably related to how fast the field changes.
It's interesting, because this is completely the opposite in many CS fields (e.g. security). The top conferences carry much more weight than any journal. It's probably related to how fast the field changes.
In AI I think it's a bit mixed, and maybe a US—European difference. Europeans tend to value journal publications in places like JAIR, JMLR, various IEEE Transactions, etc. more. Americans also value the best of those journals, but I get the impression that conference publications at places like NIPS, AAAI, and ICML are at least as good, and definitely better than a lower-tier journal.
[1] Before anyone brings up "undergrad research slave labor", I'll have you know I received a copy of "Gödel, Escher, Bach" for my troubles.
As a side note, I've heard people from the humanities scoff at physicists and their belief that journal papers are worth mentioning. The only real publications are books.
The name "workshop" mainly means that the focus of the event is very specific and that the attendance is intended to be small so that real discussion with everyone can happen (contrary to big conferences where there are hundreds of people).
For example my last published paper was submitted to a workshop [1] and I had four different detailed reviews, which had nothing to envy to big conferences reviews I could have got for it. This is an example of a not very selective (because it has little submissions) workshop but which is very serious and would most certainly reject any computer generated paper.
Another example could be CHES [2] which is a workshop which grew big and is now the most prestigious conference (again, that means more prestigious than journals as in most CS fields) of its field (crypto hardware/side-channel security). In this case the name "workshop" sticks, but it is actually a full-fledged conference.
Yet another example of a small workshop [3] (still in the same field) which does serious peer reviewing (I had three looong and detailed reviews when I submitted my paper there). Last year they selected 8 papers for presentation the day of the workshop, and 4 of them were selected by a journal [4] for subsequent publication of an extended version (and after another small round of reviews since there were already the reviews of the workshop which were deemed serious enough by the journal's editors).
Maybe this is particular to the field of security (could it be due to the hacker subculture background it has in addition to its academic background?), but I guess my point is that it is not possible to generalize how the publication system works for all sciences, let alone for all academic research.
[2] http://www.chesworkshop.org/
Thanks for pointing out that I made the mistake I was trying to correct.
1. Non-peer-reviewed "workshops" or "symposia". Place for position papers, work-in-progress, etc. Typically screened only for basic suitability for the event. In some cases authors may only submit an abstract of their topic, not a full paper.
2. Peer-reviewed but non-archival "conferences". Place to disseminate properly written up recent work in relatively short form [6-12 pages double-column], get feedback from other researchers, etc. Typically peer-reviewed by 2-4 reviewers, on the basis of a full paper (not abstracts like in some fields). The top 10-40% of submitted papers are accepted for inclusion (depending on the conference's selectivity), and then accepted authors typically have a month or so to revise their papers on the basis of reviewer comments, before submitting the final version for publication in the proceedings.
3. Peer-reviewed archival "journals". Place to wrap up a project or line of work with a publication that takes 3 to 5 conference publications, and integrates them into a full writeup of the project, tied into a nice bow for posterity suitable for archiving in The Literature. Peer-reviewed in the same way as other fields. Typically longer, 20+ pages.
But what seems to have happened is nobody really reads #3, since all the new work comes out in #2, the peer-review standards of #2 are already high enough for practical filtering, and #3 is years behind. And then people (especially Americans, especially in certain fields) just stopped writing #3 as often altogether. The view seems to be that tying several conference papers into a bow might be nice from the perspective of having a sorted-out archival literature, but at the present time, your peers have already moved on, and there are diminishing returns from tying those 3 already-published SIGGRAPH papers into a summary journal article, compared to working on new research for the next SIGGRAPH paper instead. It's even seen a little as "milking" your previous work: if you take your conference publications and turn them into a journal article, some people will assume you're doing it because you need the journal line on your CV for some kind of tenure/hiring committee, since otherwise why would you be spending all this time "upgrading" old conference papers into a journal, rather than writing new conference papers on new research?
Preprints are a great way to distribute results quickly without waiting for the gears of the peer-review process to complete their grinding or for the right conference to come up. However, when you get good referees the peer-review process can really put your work through the acid-test. We frequently get comments back that prompt us to do great work (along with many that just piss us off with busy work...). When it functions properly, the peer-review process bursts your institution's local bubble of thought-patterns and reminds you of how other experts in the field might think about the same problem. Occasionally it catches big mistakes or spots huge redundancies.
China is starting to publish a lot, but the standards aren't there yet. Some of their institutions do fantastic work while others really need peer-review to keep them honest. There are, of course, dishonest individuals pretty much everywhere who will take advantage of any flaws in the system. How do disciplines that eschew peer-review deal with this? When viewing preprints, I unfortunately place far too much importance on authors I know and trust. Sources matter when you can't really trust every article you read. Without peer-reviewed journals, how do you avoid potentially ignoring brilliant research by people unknown to you?