Researchers in the UK claim to have translated the sound of laptop keystrokes into their corresponding letters with 95 percent accuracy in some cases.

That 95 percent figure was achieved with nothing but a nearby iPhone. Remote methods are just as dangerous: over Zoom, the accuracy of recorded keystrokes only dropped to 93 percent, while Skype calls were still 91.7 percent accurate.

In other words, this is a side channel attack with considerable accuracy, minimal technical requirements, and a ubiquitous data exfiltration point: Microphones, which are everywhere from our laptops, to our wrists, to the very rooms we work in.

  • Waldowal@lemmy.world
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    11 months ago

    New policy from the corporate office: If you are working in a public place, like a coffee shop, please scream while typing your login password.

  • Cronch@lemmy.world
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    11 months ago

    Quite scary considering the accuracy and how many open mics everyone is surrounded by without even realizing it. Not to mention if any content creator types their password while live streaming or recording they could get their accounts stolen.

    • vareriu@lemmy.world
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      11 months ago

      One more reason to switch to a password manager, even though they could still find out the master password…

      • qwertyqwertyqwerty@lemmy.one
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        11 months ago

        Probably still have some safety if you’re using two-factor, or have a master key in addition to a password (e.g. 1Password).

      • Ænima@lemm.ee
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        11 months ago

        Only if you have to type it in to unlock your vault. Now, bear with me.

        Bitwarden (maybe others) lets you set a PIN to unlock your vault. Normally, you would think this is a less secure setup, easier to crack with the method outlined in this article. Except with Bitwarden you have to set up the pin in every browser extension and every app install.

        Meaning, unless they have access to your device, the PIN to unlock one instance of Bitwarden could be different from the PIN for another. They also don’t have to be strictly 4-digit PINs, either. I highly recommend password managers, but for my money, Bitwarden has all my love.

        Disclaimer: I am on no way affiliated with Bitwarden. But I could be if they paid me!

        • noodlejetski@lemm.ee
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          11 months ago

          but then I have to remember the PIN for each one of my devices. there should be some kind of app for storing those.

          • Ænima@lemm.ee
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            11 months ago

            Do what users at most businesses do, write it on a sticky note and put it on the underside of your keyboard!

            Stick around for more tech tips with a real life sysadmin!

      • Rai@lemmy.dbzer0.com
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        11 months ago

        Password manager and the LOUDEST MECHANICAL KEYBOARD POSSIBLE you have NO idea what keys I’m pressing with my blues, bitches

        • dubyakay@lemmy.ca
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          11 months ago

          That’s the whole point though. The louder your keypresses the better.

          • Rai@lemmy.dbzer0.com
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            11 months ago

            laptop

            laptop

            laptop

            I don’t think you read the article

            A loud ass mech keyboard would fuck this study up

    • azertyfun@sh.itjust.works
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      11 months ago

      This has been a known attack vector for years, and I wonder how no livestreamer has been (publicly) attacked in this way.

      I guess in large part this can be attributed to 2FA, passwords just aren’t worth much by themselves anymore (well I guess if someone is quick enough they can snipe the OTP as well, but streamers are rarely entering their 2FA while streaming since they’re on a trusted device).

      In fact the biggest attack vector I’d worry about is the infamous SMS 2FA, which is actually 1FA for password resets, which is actually 0FA “yes dear phone operator I am indeed Mister Beast please move my phone number to this new SIM”.

  • paraphrand@lemmy.world
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    11 months ago

    Neat, so when my friends are taking about satisfyingly clackety keyboards I can inform them it’s a security hazard.

          • Wilzax@lemmy.world
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            11 months ago

            ??? If you can map sound to qwerty keystroke placement, then it’s a simple matter of mono alphabetic substitution for other layouts to generate candidate texts. Using a dictionary attack to find more candidate layouts would absolutely work.

            • ryannathans@aussie.zone
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              11 months ago

              No, all the timings change. You can’t just swap out the letters and hope it matches. Additionally I was responding to the poster claiming a dictionary attack on a password would work - only if it’s in the dictionary.

              • Wilzax@lemmy.world
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                11 months ago

                The method is not based on timings. It is based on identifying the unique sound profile of each keystroke

                • ryannathans@aussie.zone
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                  11 months ago

                  How can you make that claim? They used deep learning, does anyone know what characteristics the AI is using?

    • Evotech@lemmy.world
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      11 months ago

      Middle management will finally get rid of clacky keyboards with this weird trick

    • Duamerthrax@lemmy.world
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      11 months ago

      Good luck making an acoustic map of the tens thousands of possible case, switch and key cap combinations.

  • laurelraven@lemmy.blahaj.zone
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    11 months ago

    Not to be a jerk, but is this actually new? I’ve heard of this being done at least ten years ago…

    On another note, one way to beat this (to a degree) would be to use an alternate keyboard like Dvorak (though you could probably code it to be able to detect that based on what’s being typed)

    • barsoap@lemm.ee
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      11 months ago

      I think it’s largely been a state actor thing. Directional microphone to record your window from across the street, spend significant tax money on crunching numbers on a supercomputer to get at your password kind of thing, I think they already could do it in the 90s. Real-time 95% accuracy on a non-specialised device is a quite different ballpark: Now every skiddie can do it.

      • skulblaka@kbin.social
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        11 months ago

        Now every skiddie can do it.

        And this is the real, serious problem. Most people are pretty unlikely to stop a state sponsored spy operation no matter how careful they are. It’s barely worth worrying about unless you know for a fact you’re being tapped and that you will be killed about it, and even if you do know this the state can pull some space age bullshit out of their asses that doesn’t yet have a counter. Top secret military industrial research goes into maintaining that exact advantage every year, if they really want to get you, you will get got. But if Joey Dickbeater and his school friends can just point a mic at your window and then upload it to the Pass-o-Gram to decode it, you have a real problem. It’s like when TikTok kids figured out they can steal Kias with usb keys - if every teenager in America knows how to steal your car, its lifetime is going to be measured in minutes. Same with passwords.

        Sounds like it’s time to buy a bunch of random cherry switches and randomize them across my keyboard…

        • Ook the Librarian@lemmy.world
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          11 months ago

          Sounds like it’s time to buy a bunch of random cherry switches and randomize them across my keyboard…

          And rotate them. While I don’t plan to waste my energy, having hot swap sockets and swapping a few around should thwart the attack. You would have to do it frequently enough that relevant training data gets wasted before it’s useful. I’m pretty paranoid, but not that much.

          I’ll just consider it good security hygiene to get a new keyboard often :)

          • barsoap@lemm.ee
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            11 months ago

            Have you considered only re-doing the tinfoil wrapper every day? It should crackle differently every time.

        • Socsa@sh.itjust.works
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          11 months ago

          What it means is that NIST probably needs to update its security recommendations to require hardware keys for even low level systems. It’s going to be a huge pain in the ass though.

      • Buddahriffic@lemmy.world
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        11 months ago

        It’s more trivial because it’s a 1:1 relationship. A is a, s is o, d is e, and so on. Detecting other languages is harder because there’s more of them and there isn’t a 1:1 conversation to English.

    • frezik@midwest.social
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      11 months ago

      There has been previous work on this, yes. It required a dictionary of suggested words. That would make it useful for snooping most typing, but not for randomly generated passwords. This new technique doesn’t seem to have that limitation.

  • NAXLAB@lemmy.world
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    11 months ago

    I think I might have achieved security through obscurity. My custom keyboard is a unique shape and almost all the keys are one unit. Not only is it different enough from a traditional keyboard that the neural network probably won’t understand it, the function layers I use obscure whether I’m typing a letter at all.

  • stoy@lemmy.zip
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    11 months ago

    I wonder if you need to train it on a specific keyboard before it will work it.

      • stoy@lemmy.zip
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        11 months ago

        That would limit the practicallity quite a lot, as deskmats and typing style would change the sound of even a common keyboard.

        I also notice that I slightly change my typing style between typing normally and entering my password.

        • Dark Arc@social.packetloss.gg
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          11 months ago

          That would limit the practicallity quite a lot, as deskmats and typing style would change the sound of even a common keyboard.

          Eh… I don’t know if it would be enough of a change. Also consider mass produced popular laptops (e.g. targeting the MacBook keyboard).

          I also notice that I slightly change my typing style between typing normally and entering my password.

          I don’t really think that’s normal… But hey, maybe it gives you some protection 🙂

  • mski@lemmy.ca
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    11 months ago

    I’d be curious how well this approach translates to multi-lingual keyboard layouts. For english users, perhaps theres another benefit to non-QWERTY layouts (e.g. Colemak or Dvorak) after all? … and two factor authentication should remain helpful I presume. Especially physical key methods with no audible characters typed (e.g. Yubikey, Titan, etc.)

    • jrbaconcheese@yall.theatl.social
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      11 months ago

      I was thinking the same, but it would be trivial for software to realize that “fnj xlg” maps to “the dog” with Colemak or Dvorak.

    • Pinecone@lemmy.world
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      11 months ago

      There are tons of quiet mechanical keyboards. I’m using a low profile optical switch that’s quieter than my mouse clicks

    • VelociCatTurd@lemmy.world
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      11 months ago

      There are definitely quiet tactile switches. The reason why they can still make sound is because they’re bottoming out which you don’t have to do.

      • Cethin@lemmy.zip
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        11 months ago

        As a partial solution, you can put o-rings in the keycaps. I had some of the bands for braces laying around at one point and used those, and it worked fairly well.

    • NAXLAB@lemmy.world
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      11 months ago

      Dvorak is a cypher of Qwerty tho. Anything typed in Dvorak but transcribed as english can be reliably identified and decyphered

    • Garbanzo@lemmy.world
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      11 months ago

      normalise good but quiet keyboards

      Oh man, if Topre became popular enough to bring the price down through scale that would be pretty rad

    • xthexder@l.sw0.com
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      11 months ago

      I went out of my way to find a keyboard with Cherry MX Clear switches. They’re basically a high-force tactile feel, but no clicky sound like MX Blue switches. I absolutely love them for typing, and I’ve been using them for years.

      I’m not sure if there’s newer options now for silent switches? I know they had a couple models with extra internal damping.

      • murtaza64@programming.dev
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        11 months ago

        I used boba u4 silents on my custom keyboard. Absolutely love them. Wish they made a consumer-grade keyboard with them (or maybe they already do?) But I’ve been working on a MacBook recently and tbh the keyboard there is pretty good now. So next step for me is to build a low profile keyboard

          • fruitycoder@sh.itjust.works
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            11 months ago

            It would have to be combined with a secure (no microphones) area during setup, but it seems like swapped biometric plus token would defeat this attack (password gathering). It would however not defeat generic data collection.

          • Earthwormjim91@lemmy.world
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            11 months ago

            It would eliminate someone being able to get your username or password via this method though. Because you never have to type them in.

            With my MacBook I can use either touchid or my watch to automatically unlock it, so I don’t even have to type my password in to get into my laptop. And then I use touchid and Keychain for all my passwords so I never have to type those in either.

  • BearOfaTime@lemm.ee
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    11 months ago

    I never learned to touch-type, so my typing style is very different from most people though I can type fast enough for work.

    My typing style only uses 3 fingers, and both hands type keys in the middle of the keyboard.

    I wonder if this has any effect on accuracy?

    Edit: Article states touch-typing can reduce accuracy. Wonder if that’s because they type more softly than us tech gorillas who tend to bash on the keys?

    • overlordror@lemmy.world
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      11 months ago

      I’m a touch typist who can reach 160wpm when I’m really flowing, I would guess the speed makes accuracy harder to distinguish individual keys than you pressing keys with three fingers.

      • Dave@lemmy.nz
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        11 months ago

        I type an awful lot slower than you, and still it’s faster than I can think. How do you think of what to type fast enough to type at 160wpm?

        • flipht@kbin.social
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          11 months ago

          Not the original person you responded to, but I type 120ish wpm. The trick is to try to tap into the same part of your brain that verbalizes words when you talk, rather than the part that composes stuff when you write.

        • overlordror@lemmy.world
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          11 months ago

          That speed is usually transcription for me, I’m listening to someone and type what I hear. Actual writing and composing a thought typing speed is closer to 120wpm or so. I learned to type on a typewriter which is much slower, current low profile mech keyboard contributes to faster typing speed too.

        • Amaltheamannen@lemmy.ml
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          11 months ago

          That speed is something you only reach when using something like monkeytype.com, where it gives a continues list of words for you to type over some time, and then calculates the wpm. I manage about 140.

      • flamingarms@feddit.uk
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        11 months ago

        Yeah, the article mentions that exactly - the faster you type the more the accuracy plummets.

  • Render@sh.itjust.works
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    11 months ago

    I wonder if different switches, keycap profiles, keyboard material ect affect the accuracy?