Author

K. Achuthan

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Open access 2026

DA-DCC-IDS: Trustworthy Open-Set IoT Intrusion Detection Under Temporal and Device Uncertainty

Internet of Things (IoT) intrusion detection on a gateway has to handle three coupled risks: heterogeneous device traffic distributions, unknown attack families arriving at inference time, and softmax confidence that does not separate correct predictions from confident errors on novel traffic. We present DA-DCC-IDS, a...

Gayathri Dinesh, Vysakh Kani Kolil, Devi Rajeev et al. · IEEE Access · 0 citations

#natural language process... Preprint Sep 2026

RupeeBias: Auditing Demographic Bias in Indian Economic Guidance from Large Language Models

Individuals turn to large language models (LLMs) for guidance across a wide range of economic tasks, from comparing loan options and planning savings to deciding what raise to ask for or how much to charge for their services. LLMs are known to reproduce social biases, and biased economic guidance may influence what use...

Pavithra P. M. Nair, Bhavik Talaviya, Shourya Bhushan et al. · 0 citations