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resLIK  

Representation-Level Control Surfaces for Reliability Sensing
View on CRAN: Click here


Download and install resLIK package within the R console
Install from CRAN:
install.packages("resLIK")

Install from Github:
library("remotes")
install_github("cran/resLIK")

Install by package version:
library("remotes")
install_version("resLIK", "0.1.2")



Attach the package and use:
library("resLIK")
Maintained by
MD. Arshad
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-02-06
Latest Update: 2026-02-06
Description:
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.
How to cite:
MD. Arshad (2026). resLIK: Representation-Level Control Surfaces for Reliability Sensing. R package version 0.1.2, https://cran.r-project.org/web/packages/resLIK. Accessed 25 Oct. 2026.
Previous versions and publish date:
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Complete documentation for resLIK
Functions, R codes and Examples using the resLIK R package
Full resLIK package functions and examples
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