CVE-2026-18258

CVE-2026-18258 affects Scripta/eScriptorium up to version 26.04.1, impacting the Line, LineTranscription, VirtualCollection, tag and process API endpoints. The root cause is authorization bypass where a remote authenticated user can read, modify, and delete other users’ transcription content. Thi...

EUVD-2026-42095

Cognee before 1.2.0 contains an improper access control vulnerability that allows unauthenticated attackers to overwrite the global LLM provider configuration by self-registering an account and calling the settings endpoint, which performs no admin or superuser check. Attackers can redirect all L...

Differentially Private Federated Low Rank Adaptation beyond Fixed-Matrix

Large language models LLMs typically require fine-tuning for domain-specific tasks, and LoRA offers a computationally efficient approach by training low-rank adapters. LoRA is also communication-efficient for federated LLMs when multiple users collaboratively fine-tune a global LLM model without...