Author

Ravi Tandon

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#machine learning Preprint Oct 2026

Intent-Hiding Jailbreaks: An Information-Theoretic Framework for Compositional Attacks

Recent work has shown that large language models (LLMs) can be vulnerable to jailbreak attacks in which harmful intent is obscured through composition with benign tasks. A harmful request refused in isolation may elicit a different response when embedded within a larger, seemingly benign query. We study these compositi...

Feng-Wei Tian, Ravi Tandon · 0 citations

#machine learning Preprint Sep 2026

Adaptive Multi-Value Control in LLMs via Causal Activation Steering

Large language models (LLMs) are increasingly deployed in settings where responses must reflect multiple, potentially interacting social norms and human values. Activation steering offers a lightweight alternative to training-based alignment by modifying internal activations at inference time. However, prior human-valu...

Payel Bhattacharjee, Ravi Tandon · 0 citations