73
submitted 1 year ago by cyu@sh.itjust.works to c/technology@lemmy.ml

Laptops more susceptible to having keyboard recorded in quieter areas, like coffee shops, libraries, offices. Previous attempts at keylogging VoIP calls achieved 91.7 percent top-5 accuracy over Skype in 2017 and 74.3 percent accuracy in VoIP calls in 2018.

you are viewing a single comment's thread
view the rest of the comments
[-] autotldr@lemmings.world 12 points 1 year ago

This is the best summary I could come up with:


In their paper A Practical Deep Learning-Based Acoustic Side Channel Attack on Keyboards (full PDF), UK researchers Joshua Harrison, Ehsan Toreini, and Marhyam Mehrnezhad claim that the trio of ubiquitous machine learning, microphones, and video calls "present a greater threat to keyboards than ever."

Laptops, in particular, are more susceptible to having their keyboard recorded in quieter public areas, like coffee shops, libraries, or offices, the paper notes.

Combining the output of the keystroke interpretations with a "hidden Markov model" (HMM), which guesses at more-likely next-letter outcomes and could correct "hrllo" to "hello," saw one prior side channel study's accuracy jump from 72 to 95 percent—though that was an attack on dot-matrix printers.

The Cornell researchers believe their paper is the first to make use of the recent sea change in neural network technology, including self-attention layers, to propagate an audio side channel attack.

Because of this, the potential for a second machine-bolstered system to correct the false keys, given a large language corpus and the approximate location of a keystroke, seems strong.

The 2013 "Dropmire" scandal that saw the US spying on its European allies was highly likely to have involved some kind of side channel attack, whether through wires, radio frequencies, or sound.


I'm a bot and I'm open source!

this post was submitted on 08 Aug 2023
73 points (92.0% liked)

Technology

34437 readers
190 users here now

This is the official technology community of Lemmy.ml for all news related to creation and use of technology, and to facilitate civil, meaningful discussion around it.


Ask in DM before posting product reviews or ads. All such posts otherwise are subject to removal.


Rules:

1: All Lemmy rules apply

2: Do not post low effort posts

3: NEVER post naziped*gore stuff

4: Always post article URLs or their archived version URLs as sources, NOT screenshots. Help the blind users.

5: personal rants of Big Tech CEOs like Elon Musk are unwelcome (does not include posts about their companies affecting wide range of people)

6: no advertisement posts unless verified as legitimate and non-exploitative/non-consumerist

7: crypto related posts, unless essential, are disallowed

founded 5 years ago
MODERATORS