Language Models are Injective and Hence Invertible · HackerPapers discussions

Language Models are Injective and Hence Invertible — mentioned by Joel_Mckay

Thu, 30 Apr 2026 15:48:45 GMT

> LLM bot poisoning discourse is against YC site usage policy. Sock-puppet accounts may be banned for AstroTurf or slop. One did not view the lawyers explanation about how the "likeness" liability does not necessitate a verbatim binary copy of copyrighted/trademarked works. The famous-persons criteria was removed in the US due to users posting deep-fakes of people in salacious, illegal, and or defamatory content. The weak obfuscation/compaction of pirated and plagiarized content is provable in many "AI" models, and papers were posted by other YC users detailing how one may verify this…

Paper and discussion history. A mention is not an endorsement.

Language Models are Injective and Hence Invertible — mentioned by beautifulfreak

Thu, 30 Apr 2026 04:11:38 GMT

Language Models are Injective and Hence Invertible https://arxiv.org/abs/2510.15511

Paper and discussion history. A mention is not an endorsement.

Language Models are Injective and Hence Invertible — HN submission

Thu, 30 Oct 2025 09:47:24 GMT

Language models are injective and hence invertible

231 points; 147 discussion replies on HN. Paper and source history. A submission is not an endorsement.

Language Models are Injective and Hence Invertible — HN submission

Wed, 29 Oct 2025 23:11:30 GMT