Category Archives: Academic papers

How hate sites evade the censor

Academic papers, Cybercrime, Internet censorship, Legal issues, News coverage, Politics, Security engineering

On Tuesday we had a seminar from Liz Fong-Jones entitled “Reverse engineering hate” about how she, and a dozen colleagues, have been working to take down a hate speech forum called Kiwi Farms. We already published a measurement study of their campaign, which forced the site offline repeatedly in 2022. As a result of that paper, Liz contacted us and this week she told us the inside story.

The forum in question specialises in personal attacks, and many of their targets are transgender. Their tactics include doxxing their victims, trawling their online presence for material that is incriminating or can be misrepresented as such, putting doctored photos online, and making malicious complaints to victims’ employers and landlords. They describe this as “milking people for laughs”. After a transgender activist in Canada was swatted, about a dozen volunteers got together to try to take the site down. They did this by complaining to the site’s service providers and by civil litigation.

This case study is perhaps useful for the UK, where the recent Online Safety Bill empowers Ofcom to do just this – to use injunctions in the civil courts to take down unpleasant websites.

The Kiwi Farms operator has for many months resisted the activists by buying the services required to keep his website up, including his data centre floor space, his transit, his AS, his DNS service and his DDoS protection, through a multitude of changing shell companies. The current takedown mechanisms require a complainant to first contact the site operator; he publishes complaints, so his followers can heap abuse on them. The takedown crew then has to work up a chain of suppliers. Their processes are usually designed to stall complainants, so that getting through to a Tier 1 and getting them to block a link takes weeks rather than days. And this assumes that the takedown crew includes experienced sysadmins who can talk the language of the service providers, to whose technical people they often have direct access; without that, it would take months rather than weeks. The net effect is that it took a dozen volunteers thousands of hours over six months from October 22 to April 23 to get all the Tier 1s to drop KF, and over $100,000 in legal costs. If the bureaucrats at Ofcom are going to do this work for a living, without the skills and access of Liz and her team, it could be harder work than they think.

Liz’s seminar slides are here.

Hacktivism, in Ukraine and Gaza

Academic papers, Cybercrime, News coverage, Politics, Security economics, Security psychology

People who write about cyber-conflict often talk of hacktivists and other civilian volunteers who contribute in various ways to a cause. Might the tools and techniques of cybercrime enable its practitioners to be effective auxiliaries in a real conflict? Might they fall foul of the laws of war, and become unlawful combatants?

We have now measured hacktivism in two wars – in Ukraine and Gaza – and found that its effects appear to be minor and transient in both cases.

In the case of Ukraine, hackers supporting Ukraine attacked Russian websites after the invasion, followed by Russian hackers returning the compliment. The tools they use, such as web defacement and DDoS, can be measured reasonably well using resources we have developed at the Cambridge Cybercrime Centre. The effects were largely trivial, expressing solidarity and sympathy rather than making any persistent contribution to the conflict. Their interest in the conflict dropped off rapidly.

In Gaza, we see the same pattern. After Hamas attacked Israel and Israel declared war, there was a surge of attacks that peaked after a few days, with most targets being strategically unimportant. In both cases, discussion on underground cybercrime forums tailed off after a week. The main difference is that the hacktivism against Israel is one-sided; supporters of Palestine have attacked Israeli websites, but the number of attacks on Palestinian websites has been trivial.

Extending transparency, and happy birthday to the archive

Academic papers, Legal issues, News coverage, Politics, Security economics

I was delighted by two essays by Anton Howes on The Replication Crisis in History Open History. We computerists have long had an open culture: we make our publications open, as well as sharing the software we write and the data we analyse. My work on security economics and security psychology has taught me that this culture is not yet as well-developed in the social sciences. Yet we do what we can. Although we can’t have official conference proceedings for the Workshop on the Economics of Information Security – as then the economists would not be able to publish their papers in journals afterwards – we found a workable compromise by linking preprints from the website and from a liveblog. Economists and psychologists with whom we work have found their citation counts and h-indices boosted by our publicity mechanisms; they have incentives to learn.

A second benefit of transparency is reproducibility, the focus of Anton’s essay. Scholars are exposed to many temptations, which vary by subject matter, but are more tempting when it’s hard for others to check your work. Mathematical proofs should be clear and elegant but are all too often opaque or misleading; software should be open-sourced for others to play with; and we do what we can to share the data we collect for research on cybercrime and abuse.

Anton describes how more and more history books are found to have weak foundations, where historians quote things out of context, ignore contrary evidence, and elaborate myths and false facts into misleading stories that persist for decades. How can history correct itself more quickly? The answer, he argues, is Open History: making as many sources publicly available as possible, just like we computerists do.

As it happens, I scanned a number of old music manuscripts years ago to help other traditional music enthusiasts, but how can this be done at scale? One way forward comes from my college’s Archives Centre, which holds the personal papers of Sir Winston Churchill as well as other politicians and a number of eminent scientists. There the algorithm is that when someone requests a document, it’s also scanned and put online; so anything Alice looked at, Bob can look at too. This has raised some interesting technical problems around indexing and long-term archiving which I believe we have under control now, and I’m pleased to say that the Archives Centre is now celebrating its 50th anniversary.

It would also be helpful if old history books were as available online as they are in our library. Given that the purpose of copyright law is to maximise the amount of material that’s eventually available to all, I believe we should change the law to make continued copyright conditional on open access after an initial commercial period. Otherwise our historians’ output vanishes from the time that their books come off sale, to the time copyright expires maybe a century later.

My own Security Engineering book may show the way. With both the first edition in 2001 and the second edition in 2008, I put six chapters online for free at once, then released the others four years after publication. For the third edition, I negotiated an agreement with the publishers to put the chapters online for review as I wrote them. So the book came out by instalments, like Dickens’ novels, from April 2019 to September 2020. On the first of November 2020, all except seven sample chapters disappeared from this page for a period of 42 months; I’m afraid Wiley insisted on that. But after that, the whole book will be free online forever.

This also makes commercial sense. For both the 2001 and 2008 editions, paid-for sales of paper copies increased significantly after the whole book went online. People found my book online, liked what they saw, and then bought a paper copy rather than just downloading it all and printing out a thousand-odd pages. Open access after an exclusive period works for authors, for publishers and for history. It should be the norm.

How to Spread Disinformation with Unicode

Academic papers, Security engineering, Web security, ,

There are many different ways to represent the same text in Unicode. We’ve previously exploited this encoding-visualization gap to craft imperceptible adversarial examples against text-based machine learning systems and invisible vulnerabilities in source code.

In our latest paper, we demonstrate another attack that exploits the same technique to target Google Search, Bing’s GPT-4-powered chatbot, and other text-based information retrieval systems.

Consider a snake-oil salesman trying to promote a bogus drug on social media. Sensible users would do a search on the alleged remedy before ordering it, and sites containing false information would normally be drowned out by genuine medical sources in modern search engine rankings. 

But what if our huckster uses a rare Unicode encoding to replace one character in the drug’s name on social media? If a user pastes this string into a search engine, it will throw up web pages with the same encoding. What’s more, these pages are very unlikely to appear in innocent queries.

The upshot is that an adversary who can manipulate a user into copying and pasting a string into a search engine can control the results seen by that user. They can hide such poisoned pages from regulators and others who are unaware of the magic encoding. These techniques can empower propagandists to convince victims that search engines validate their disinformation.

Will GPT models choke on their own exhaust?

Academic papers, Security economics

Until about now, most of the text online was written by humans. But this text has been used to train GPT3(.5) and GPT4, and these have popped up as writing assistants in our editing tools. So more and more of the text will be written by large language models (LLMs). Where does it all lead? What will happen to GPT-{n} once LLMs contribute most of the language found online?

And it’s not just text. If you train a music model on Mozart, you can expect output that’s a bit like Mozart but without the sparkle – let’s call it ‘Salieri’. And if Salieri now trains the next generation, and so on, what will the fifth or sixth generation sound like?

In our latest paper, we show that using model-generated content in training causes irreversible defects. The tails of the original content distribution disappear. Within a few generations, text becomes garbage, as Gaussian distributions converge and may even become delta functions. We call this effect model collapse.

Just as we’ve strewn the oceans with plastic trash and filled the atmosphere with carbon dioxide, so we’re about to fill the Internet with blah. This will make it harder to train newer models by scraping the web, giving an advantage to firms which already did that, or which control access to human interfaces at scale. Indeed, we already see AI startups hammering the Internet Archive for training data.

After we published this paper, we noticed that Ted Chiang had already commented on the effect in February, noting that ChatGPT is like a blurry jpeg of all the text on the Internet, and that copies of copies get worse. In our paper we work through the math, explain the effect in detail, and show that it is universal.

This does not mean that LLMs have no uses. As one example, we originally called the effect model dementia, but decided to rename it after objections from a colleague whose father had suffered dementia. We couldn’t think of a replacement until we asked Bard, which suggested five titles, of which we went for The Curse of Recursion.

So there we have it. LLMs are like fire – a useful tool, but one that pollutes the environment. How will we cope with it?

2023 Workshop on the Economics of Information Security

Academic papers, Cybercrime, Internet censorship, Legal issues, Politics, Security economics

WEIS 2023, the 22nd Workshop on the Economics of Information Security, will be held in Geneva from July 5-7, with a theme of Digital Sovereignty. We now have a list of sixteen accepted papers; there will also be three invited speakers, ten posters, and ten challenges for a Digital Sovereignty Hack on July 7-8.

The deadline for early registration is June 10th, and we have discount hotel bookings reserved until then. As Geneva gets busy in summer, we suggest you reserve your room now!

Interop: One Protocol to Rule Them All?

Academic papers, Authentication, Cryptology, Legal issues, Politics, Privacy technology, Protocols, Security economics, Security psychology

Everyone’s worried that the UK Online Safety Bill and the EU Child Sex Abuse Regulation will put an end to end-to-end encryption. But might a law already passed by the EU have the same effect?

The Digital Markets Act ruled that users on different platforms should be able to exchange messages with each other. This opens up a real Pandora’s box. How will the networks manage keys, authenticate users, and moderate content? How much metadata will have to be shared, and how?

In our latest paper, One Protocol to Rule Them All? On Securing Interoperable Messaging, we explore the security tensions, the conflicts of interest, the usability traps, and the likely consequences for individual and institutional behaviour.

Interoperability will vastly increase the attack surface at every level in the stack – from the cryptography up through usability to commercial incentives and the opportunities for government interference.

Twenty-five years ago, we warned that key escrow mechanisms would endanger cryptography by increasing complexity, even if the escrow keys themselves can be kept perfectly secure. Interoperability is complexity on steroids.

Bugs still considered harmful

Academic papers, Internet censorship, Legal issues, Open-source security, Politics, Privacy technology, Protocols, Security engineering, Security psychology

A number of governments are trying to mandate surveillance software in devices that support end-to-end encrypted chat; the EU’s CSA Regulation and the UK’s Online Safety bill being two prominent current examples. Colleagues and I wrote Bugs in Our Pockets in 2021 to point out what was likely to go wrong; GCHQ responded with arguments about child protection, which I countered in my paper Chat Control or Child Protection.

As lawmakers continue to discuss the policy, the latest round in the technical argument comes from the Rephrain project, which was tasked with evaluating five prototypes built with money from GCHQ and the Home Office. Their report may be worth a read.

One contender looks for known-bad photos and videos with software on both client and server, and is the only team with access to CSAM for training or testing (it has the IWF as a partner). However it has inadequate controls both against scope creep, and against false positives and malicious accusations.

Another is an E2EE communications tool with added profanity filter and image scanning, linked to age verification, with no safeguards except human moderation at the reporting server.

The other three contenders are nudity detectors with various combinations of age verification or detection, and of reporting to parents or service providers.

None of these prototypes comes close to meeting reasonable requirements for efficacy and privacy. So the project can be seen as empirical support for the argument we made in “Bugs”, namely that doing surveillance while respecting privacy is really hard.