5 / papers
Applied systems built for threat detection and situational awareness. 5 open-access papers by Pranay Mahendrakar, each with a permanent DOI.
Work on trust between language-model agents produces two kinds of object. Protocol work produces identity, attestation, stake and constraint, all bound at the transport layer before any content reaches a model. Behavioural work produces a…
A model downloaded from a public hub is the target of two distinct defensive programmes that use the same vocabulary and secure different things. One treats the artifact as an executable: it scans serialized files for dangerous…
Several published prompt-injection defenses report attack success rates at or near one percent on static benchmarks; published adaptive attacks report success above fifty percent against the same defense families, and above ninety percent…
A widely cited 2025 result reports that backdooring a language model through its training data takes a near-constant number of poisoned documents rather than a constant fraction of the corpus, and the field has read that as retiring the…
As security concerns continue to escalate globally, there is an increasing demand for highly responsive, intelligent surveillance systems capable of proactively managing and mitigating threats. This paper explores an innovative approach to…
Pranay Mahendrakar has published 5 open-access papers on Security & Defence: "A Trust Score Needs a Consumer", "Two Supply Chains, One Artifact", "Near-Zero Until Someone Tries", "Poison Below the Base Rate" and "An Intelligent Eye in the Sky". Each is deposited on Zenodo with a permanent DOI and is free to read.
