Journal article
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. A family of recent proposals aims to stop errors from spreading through LLM-based multi-agent systems: genealogy-graph governance over message dependencies, cross-channel causal monitoring, propagation-aware remediation of contaminated state…
Journal article
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. A widely cited result reports that the open-set performance of an image classifier is strongly correlated with its closed-set accuracy, and that a well-trained baseline scoring rule is competitive with specialized open-set machinery. The…
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