Untrusted Authors, Trusted Answers: A Calculus of Fidelity-Graded Translations
2026-07-17T08:52:10Z•9f748db5d6341b163983c8ae3ec85f9efc9466cfe9b88e5e7b91c04be8823fcd
LLM-generated_codeLean4NetKATUI_volition_elicitationadversarial_robustnesscode_generationdeployment_risksdistributed_systemsformal_verificationmechanized_proofsmessage_sequence_chartsmodel_quantizationmulti_agent_coordinationnetwork_verificationprivacysecure_compilationsupply_chain_risktranslation_validation
What happened
This feed collects recent PL/formal-methods/LLM papers. Key security-relevant items: (1) "hurdy-gurdy" presents a fidelity-graded translation calculus and a 13×13 LLM-generated translation platform where independent LLM agents wrote translation pairs largely unsupervised — a supply-chain/trustworthiness risk for any system relying on machine-generated compiler/transpiler components. (2) A study of quantization for code-generation models shows large differences between methods (AQLM matches or exceeds FP; QuIP# can substantially degrade correctness on complex prompts) — relevant for secure on‑d
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_pl
- Record identifier
- 9f748db5d6341b163983c8ae3ec85f9efc9466cfe9b88e5e7b91c04be8823fcd
- Enrichment time
- 2026-07-17T08:52:10Z
- AI-assisted enrichment
- Yes
This record may overlap with other records. Its enrichment can be incomplete or wrong, and machine assistance was used. Validate consequential decisions against the linked source and your own environment.