# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "resLIK" in publications use:' type: software license: MIT title: 'resLIK: Representation-Level Control Surfaces for Reliability Sensing' version: 0.1.2 doi: 10.32614/CRAN.package.resLIK abstract: 'Implements the Representation-Level Control Surfaces (RLCS) paradigm for ensuring the reliability of autonomous systems and AI models. It provides three deterministic sensors: Residual Likelihood (ResLik) for population-level anomaly detection, Temporal Consistency Sensor (TCS) for drift and shock detection, and Agreement Sensor for multi-modal redundancy checks. These sensors feed into a standardized control surface that issues ''PROCEED'', ''DEFER'', or ''ABSTAIN'' signals based on strict safety invariants, allowing systems to detect and react to out-of-distribution states, sensor failures, and environmental shifts before they propagate to decision-making layers.' authors: - family-names: Arshad given-names: MD. email: arshad10867c@gmail.com repository: https://sulkysubject37.r-universe.dev commit: 9195d712cb2db14734ae05e596d989dba07d3752 date-released: '2026-02-06' contact: - family-names: Arshad given-names: MD. email: arshad10867c@gmail.com