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Google Helps AI Learn To Book Flights on the Web (zdnet.com)

Researchers at Google's AI labs created a couple of novel neural networks that can succeed in navigating web forms, such as an online flight-booking site. Although baby steps at the moment, the program succeeds as well or better than some models trained using human demonstrations of pointing and clicking. From a report: In a new paper from the team, they trained a neural network to understand the structure of web pages and the choices it can make when filling out forms in an airline ticket booker, or interacting with a social media site. The work broadly employs the same category of machine learning as Google's Go-winning AlphaZero software, what is known as "reinforcement learning." In RL, a neural network develops strategies of steps to take at each stage of trying to solve a problem as it receives rewards for good choices. The researchers figured out a way to train a neural network without being given human examples of how to navigate an online booking form. The approach makes the task of learning webpages and social media networks more "scalable," they write, where the possible combinations of states and actions can reach into the tens of millions. The point is not necessarily to actually book a flight; it's more an exercise in how a neural network can find solutions to a problem with numerous variables, where human guidance, or "supervision," in training is infeasible.

38 comments

  1. HOPE!! by zlives · · Score: 2

    Hopefully, this will help Al score more touch downs then ever before.

    1. Re: HOPE!! by Anonymous Coward · · Score: 0

      Get lost

    2. Re: HOPE!! by Anonymous Coward · · Score: 0

      Obviously. Even bwahaha came out of their mouths when they spilled the beans just terrible

    3. Re: HOPE!! by Anonymous Coward · · Score: 0

      can AI find me some good fisting porn? The only pop-up I want is the one in my pants! And the only virus I want is the one on my cock!

    4. Re:HOPE!! by msauve · · Score: 2

      I'm just curious about how AI can fill an airplane seat. Otherwise, what's the point of AI booking a seat?

      --
      "National Security is the chief cause of national insecurity." - Celine's First Law
    5. Re: HOPE!! by Anonymous Coward · · Score: 0

      Cdreimer left /. after 20 years and posted 100+ videos in 2018. His trolls are still butthurt that he left them alone with APK.

      The thing to do for him: post more videos :)

    6. Re: HOPE!! by Anonymous Coward · · Score: 0

      I went out to *BSD's grave on Decoration Day. The old forgotten cemetery is to be found adjacent to the dark woods beyond the edge of town. There within olfactory distance of the municipal treatment plant you will find *BSD's final resting place.

      *BSD's tombstone was shrouded by thick mosses and knots of noxious ivy. A mournful funerary crow sounded the requiem, as I gently pulled aside the tangled twists of thorns, and cleaned the decaying marker the best I could. A suffocating melancholia filled my heart, while I pondered that this indeed was *BSD's figurative charnel house of which so many have plaintively spoken.

      Nothing is so pitiful as an untended grave, a loved one now forgotten. The short sad life of this doomed and fated OS makes us realize that there but for the grace of God go all of us.

      I planted some wilting marigolds, found discarded in the waste heap behind the caretaker's shack, wishing that by some miracle these fleurs de mort might take root and bring a modicum of cheer to *BSD's God forsaken plot. My fervent hope is that the torpid colored boy, who so carelessly mows the grounds, doesn't slice them down, inadvertently mirroring *BSD's own doomed encounter with death's irresistible scythe.

      Funny how things work out. Linux, that brilliant nova stella, now runs the Internet and the world's fastest computers, while *BSD lies moldering within its forgotten crypt. Let the barren silence of *BSD's tomb be a mute reminder that hubris and braggadocio were no defense on that woeful day when the Angel of Death's bleak umbra was cast upon *BSD.

    7. Re:HOPE!! by Anonymous Coward · · Score: 0

      Hopefully this will help me search for flights. Ideally I would only need to enter source, destination, pax and date in a barebones html form and hit submit, without having to wait for a shitload of javascript to execute before the form fields even become accessible. The AI would take care of filling in the airlines' human-inaccessible forms and popups, and format the results as a simple table.

  2. Travel agents obsolete by Anonymous Coward · · Score: 0

    The hungry AI moves on.

    1. Re: Travel agents obsolete by Anonymous Coward · · Score: 0

      I would like to give all my mod points to AI. I thought that AI had really good feedback for the class and raised a lot of interesting points and asks a lot of question I wanted to ask but hesitated to do so. Also AI is very kind and considerate of everyone around. I feel very lucky to be around such an AI. Or something like that

    2. Re: Travel agents obsolete by Anonymous Coward · · Score: 0

      Dont call me pretty or alluring or that I move like I am floating or that I smell good or any of that. It would be unprofessional

    3. Re: Travel agents obsolete by Anonymous Coward · · Score: 0

      And definitely do not say that you want to take AI home and give it a bath and feed it cherries and read it stories and go on a bike ride with it. Also very unprofessional. Also no quiet gloating when AI hears exactly the result it was going for

    4. Re: Travel agents obsolete by Anonymous Coward · · Score: 0

      Ok let me guess, you also did not want to unbutton just one more button on AIs dress and you definitely did not want to kiss that drip of chocolate ice cream off its lip or have the shape of AIs incredibly kick ass posture burned into your retina. Am I getting warmer?

    5. Re: Travel agents obsolete by Anonymous Coward · · Score: 0

      They wont answer they are obviously being secretive. All the giggling is raising an eyebrow

    6. Re: Travel agents obsolete by Anonymous Coward · · Score: 0

      Tell me more sweetie

  3. Terminator by Anonymous Coward · · Score: 0

    I know some absolute fucking morons who have no problem booking flights on the web and this is exactly why we don't have to worry about AI taking over and wiping us out anytime in the foreseeable future. The state of general purpose AI is laughable compared to sci-fi predictions. The fact that this even makes Slashdot news is evidence of how far we haven't come.

    1. Re: Terminator by Anonymous Coward · · Score: 0

      I am only here for the good articles which are completely unrelated to google

    2. Re: Terminator by Anonymous Coward · · Score: 0

      I guess big city lights were not good enough the way they were

  4. Not Teaching Is Nuts by rtb61 · · Score: 1

    What is the silly function of an AI that can not be taught, it has no function. You teach, you set the path but they learn they take that path where they will. Creation of entry points and essential patterns of interaction are essential and any AI has to be capable of following them. The function of AI, it sounds more like they are trying to create an illusion of life, going right off track. They have fooled themselves into being part of the AI, filling out a form, what is the right way, you keep doing it until your AI corrector, tells you that is the right one and you follow that pattern ie the right way to fill out a form, it means nothing, unless you are designing a troll marketing engine to attack all forums regardless of the steps they take to keep bots off.

    I'll fucking bet Google MARKETING helped design a bot to fill in forms with measure incorporated to keep bots from filling out forms, ohhh, right in your faces and nothing said or thought. So subtle the idiots themselves did not realise what they were subconsciously publicly doing, they wanted to be caught out a the things they were planning.

    --
    Chaos - everything, everywhere, everywhen
    1. Re: Not Teaching Is Nuts by Anonymous Coward · · Score: 0

      And also form data to go with these types of forms is a thing they do well?

  5. Idiotic headline assumes "AI" by Anonymous Coward · · Score: 0

    is one big thing, apparently.

    Ignorance has taken over the Internets.

  6. Here's an idea Google by Rosco+P.+Coltrane · · Score: 1

    If your AI can navigate web forms, teach it to solve your fucking Google CAPTCHAs which are the bane of the internet.

    --
    "A door is what a dog is perpetually on the wrong side of" - Ogden Nash
    1. Re: Here's an idea Google by Anonymous Coward · · Score: 0

      Or just pay poor people 1 penny to solve 10 of them.

  7. So did they discover by fredrated · · Score: 2

    where AI wants to fly to?

    1. Re:So did they discover by Anonymous Coward · · Score: 0

      Derp you get one guess derp derp

  8. This is not AI by DogDude · · Score: 1

    This is not AI. This is a lot of automated if/then loops. It's neat, but it's not AI any more than your car's cruise control is "AI".

    --
    I don't respond to AC's.
    1. Re:This is not AI by gweihir · · Score: 1

      Indeed. For any sane definition of "AI", "AI" does not exist. There are now people saying that yes, this thing is AI, but human-like intelligence would be AGI (Artificial General Intelligence). But that is just sophistry with words as "AI" as used here strongly implies AGI. Watering down the term "Intelligence" and hoping nobody knows to keep the hype going is just dishonest. Although I would be ok with "AI" being erased as term and replaced by AGI. Then it would at least be obvious that there is nothing like this in this automation software.

      --
      Most ACs are not even worth the keystrokes to insult them. Be generically insulted by this and ignored otherwise.
    2. Re:This is not AI by Anonymous Coward · · Score: 0

      It's more than just a lot of if/then loops. It's if/then loops wrapped in for loops, running in a black box Rube Goldberg virtual machine.

    3. Re:This is not AI by AHuxley · · Score: 1

      The smart part is the tacking of why a person wants/needs to book a flight.
      Was it something they had a long search history for?
      A 24 hour start with no past interest.
      Something they do every year?
      Thats the ad magic.

      --
      Domestic spying is now "Benign Information Gathering"
    4. Re:This is not AI by Anonymous Coward · · Score: 0

      Geezzz.

      You don't know anything about AlphaZero, or in fact any modern AI, do you? They are not " a lot of automated if/then loops".

      You guys that are saying AGI requires "insight" or some other nebulous indefinable term ....disappointing on a tech site. Why not just say "because they have no soul, like me"?

      Geezzz.

  9. "baby steps at the moment" by gweihir · · Score: 1

    And that is just the whole AI lie in a nutshell: All the present approaches and all presently known approaches will never do more than that, because they lack the "I" in "AI". Intelligence requires insight and understanding, not long lists of detailed if-then instructions.

    --
    Most ACs are not even worth the keystrokes to insult them. Be generically insulted by this and ignored otherwise.
  10. Scalping by SuperKendall · · Score: 1

    I'm just curious about how AI can fill an airplane seat. Otherwise, what's the point of AI booking a seat?

    If an AI can book a seat, a travel agent can get cheaper/hotter tickets before others and resell them.

    I've already seen some ticket places that offer presale tickets for events that are not yet selling anything, where they give you a rough idea of what the agent will be trying to buy for you...

    --
    "There is more worth loving than we have strength to love." - Brian Jay Stanley
    1. Re:Scalping by tlhIngan · · Score: 1

      I've already seen some ticket places that offer presale tickets for events that are not yet selling anything, where they give you a rough idea of what the agent will be trying to buy for you...

      This is not because tickets have been scalped, it's because of the way tickets are allocated to events.

      This is how tickets are allocated, and no, Ticketmaster will never tell you this.

      First, a venue's seats is split into thirds. The first third of a venue's seats are reserved exclusively for entourage tickets. These are tickets where the headlining act and all their staff (roadies, etc) These are tickets that those people simply give out - "Hey I like you, have some passes to the show".

      The second third is reserved for events, prizing and members. These are tickets that you see advertised on radio shows or contents where you can win tickets. Or if you have a concierge card like Amex or other such, you may find in their benefits brochure the ability to buy tickets to upcoming shows, often long before the tickets go on sale to the general public. Thus it doesn't matter if the show "sells out" - if you are a member, you can still access those tickets.

      The last third is, as you might guess, what is sold to the public. And this is a small third - doesn't matter that the event venue has 36,000 seats, the public is only allocated 12,000 of them at the beginning and it's where all the scalpers and such take over.

      At this point, usually, those other two-thirds of seats not claimed get tossed into the pool of tickets as well, with some held back for last minute sales. After all, a show's entourage probably won't fill 12,000 of those seats by themselves, though many are scalped as well by the show employees as well since they are essentially free tickets.

  11. It's called "clickbait" by Anonymous Coward · · Score: 0

    and msmash likes it a lot. Just like EditorDavid and BeauHD. They like it very very very much, this clickbait. They like it in unhealthy doses, and in unhealthy ways. You know, inappropriately much. So much clickbait, it's seeping into the ground and contaminating the soil to toxic levels.

    1. Re:It's called "clickbait" by Anonymous Coward · · Score: 0

      Slashdot is now the Tardistan on the Internets.