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The power of box dimension attacks on the Epstein files

3•fusionlove•1mo ago
A box dimension attack involves finding possible likely strings that would fit exactly under a redaction box.

The constraints are the number of characters, variable kerning, and any spacing or line break decisions made by the word processing software.

Use of a variable-width font massively prunes the search space, since far fewer strings will match redaction box length pixel-perfectly.

Suggesting matching solutions requires a forward model of the string to pixel transformation, and a probabilistic model assigning probabilities to redacted strings. The forward model requires domain knowledge of the word processing software's kerning and layout process. It should also take into account the redaction process (do boxes exactly cover redacted text and is there noise in their lengths?). The probabilistic model looks at the known text and predicts the redacted text. A transformer (large language model, with or without contextual fine-tuning) would be perfect for this.

If we guess some redactions and use them to predict other redactions, we have another huge search space problem, but it is highly parallelisable. However, evaluating the joint probability of matches across multiple redactions greatly reduces the probability of false matches, making any discovered solutions more convincing.

This requires some programming, however as far as I can see it has not been implemented in the public domain. I would imagine that well-resourced intelligence organisations have already had access to approaches like this for some years, and that black boxes will soon be seen as an ineffective approach to redaction.

https://www.schneier.com/blog/archives/2024/03/using-llms-to-unredact-text.html

https://arxiv.org/pdf/2206.02285

Facebook seemingly randomly bans tons of users

https://old.reddit.com/r/facebookdisabledme/
1•dirteater_•1m ago•1 comments

Global Bird Count

https://www.birdcount.org/
1•downboots•2m ago•0 comments

What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
2•soheilpro•3m ago•0 comments

Jon Stewart – One of My Favorite People – What Now? With Trevor Noah Podcast [video]

https://www.youtube.com/watch?v=44uC12g9ZVk
1•consumer451•6m ago•1 comments

P2P crypto exchange development company

1•sonniya•19m ago•0 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
1•jesperordrup•24m ago•0 comments

Write for Your Readers Even If They Are Agents

https://commonsware.com/blog/2026/02/06/write-for-your-readers-even-if-they-are-agents.html
1•ingve•25m ago•0 comments

Knowledge-Creating LLMs

https://tecunningham.github.io/posts/2026-01-29-knowledge-creating-llms.html
1•salkahfi•25m ago•0 comments

Maple Mono: Smooth your coding flow

https://font.subf.dev/en/
1•signa11•32m ago•0 comments

Sid Meier's System for Real-Time Music Composition and Synthesis

https://patents.google.com/patent/US5496962A/en
1•GaryBluto•40m ago•1 comments

Show HN: Slop News – HN front page now, but it's all slop

https://dosaygo-studio.github.io/hn-front-page-2035/slop-news
5•keepamovin•41m ago•1 comments

Show HN: Empusa – Visual debugger to catch and resume AI agent retry loops

https://github.com/justin55afdfdsf5ds45f4ds5f45ds4/EmpusaAI
1•justinlord•43m ago•0 comments

Show HN: Bitcoin wallet on NXP SE050 secure element, Tor-only open source

https://github.com/0xdeadbeefnetwork/sigil-web
2•sickthecat•45m ago•1 comments

White House Explores Opening Antitrust Probe on Homebuilders

https://www.bloomberg.com/news/articles/2026-02-06/white-house-explores-opening-antitrust-probe-i...
1•petethomas•46m ago•0 comments

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https://minddraft.ai
2•imthepk•51m ago•0 comments

How do you estimate AI app development costs accurately?

1•insights123•52m ago•0 comments

Going Through Snowden Documents, Part 5

https://libroot.org/posts/going-through-snowden-documents-part-5/
1•goto1•52m ago•0 comments

Show HN: MCP Server for TradeStation

https://github.com/theelderwand/tradestation-mcp
1•theelderwand•55m ago•0 comments

Canada unveils auto industry plan in latest pivot away from US

https://www.bbc.com/news/articles/cvgd2j80klmo
3•breve•56m ago•1 comments

The essential Reinhold Niebuhr: selected essays and addresses

https://archive.org/details/essentialreinhol0000nieb
1•baxtr•59m ago•0 comments

Rentahuman.ai Turns Humans into On-Demand Labor for AI Agents

https://www.forbes.com/sites/ronschmelzer/2026/02/05/when-ai-agents-start-hiring-humans-rentahuma...
1•tempodox•1h ago•0 comments

StovexGlobal – Compliance Gaps to Note

1•ReviewShield•1h ago•1 comments

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https://afelyon.com/
1•AbduNebu•1h ago•0 comments

Trump says America should move on from Epstein – it may not be that easy

https://www.bbc.com/news/articles/cy4gj71z0m0o
7•tempodox•1h ago•4 comments

Tiny Clippy – A native Office Assistant built in Rust and egui

https://github.com/salva-imm/tiny-clippy
1•salvadorda656•1h ago•0 comments

LegalArgumentException: From Courtrooms to Clojure – Sen [video]

https://www.youtube.com/watch?v=cmMQbsOTX-o
1•adityaathalye•1h ago•0 comments

US moves to deport 5-year-old detained in Minnesota

https://www.reuters.com/legal/government/us-moves-deport-5-year-old-detained-minnesota-2026-02-06/
9•petethomas•1h ago•3 comments

If you lose your passport in Austria, head for McDonald's Golden Arches

https://www.cbsnews.com/news/us-embassy-mcdonalds-restaurants-austria-hotline-americans-consular-...
2•thunderbong•1h ago•0 comments

Show HN: Mermaid Formatter – CLI and library to auto-format Mermaid diagrams

https://github.com/chenyanchen/mermaid-formatter
1•astm•1h ago•0 comments

RFCs vs. READMEs: The Evolution of Protocols

https://h3manth.com/scribe/rfcs-vs-readmes/
3•init0•1h ago•1 comments